Timeline Of Computing 2020–present
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Significant events in
computing Computing is any goal-oriented activity requiring, benefiting from, or creating computing machinery. It includes the study and experimentation of algorithmic processes, and development of both hardware and software. Computing has scientific, e ...
include events relating directly or indirectly to
software Software is a set of computer programs and associated documentation and data. This is in contrast to hardware, from which the system is built and which actually performs the work. At the lowest programming level, executable code consists ...
, hardware and wetware. Currently mostly excluded are: * events in general robotics * events about uses of computational tools in biotechnology and similar fields (except for improvements to the underlying computational tools) as well as events in media-
psychology Psychology is the scientific study of mind and behavior. Psychology includes the study of conscious and unconscious phenomena, including feelings and thoughts. It is an academic discipline of immense scope, crossing the boundaries betwe ...
except when those are directly linked to computational tools Currently excluded are: * events in computer insecurity/ hacking
incidents ''Incidents'' is a 1987 collection of four essays by Roland Barthes. It was published posthumously by François Wahl, Barthes' literary executor. Summary In the first essay, ''La Lumiere du Sud-Ouest'', first published in ''L'Humanité'' in 1977 ...
/ breaches/ Internet conflicts/
malware Malware (a portmanteau for ''malicious software'') is any software intentionally designed to cause disruption to a computer, server, client, or computer network, leak private information, gain unauthorized access to information or systems, depri ...
if they aren't also about milestones towards computer security * events about quantum computing and communication * economic events and events of new technology policy beyond
standardization Standardization or standardisation is the process of implementing and developing technical standards based on the consensus of different parties that include firms, users, interest groups, standards organizations and governments. Standardization ...


2023


Software-hardware systems


Software


AI software

*News outlets report on a
preprint In academic publishing, a preprint is a version of a scholarly or scientific paper that precedes formal peer review and publication in a peer-reviewed scholarly or scientific journal. The preprint may be available, often as a non-typeset versio ...
that describes the development of a
large language model A large language model (LLM) is a language model consisting of a neural network with many parameters (typically billions of weights or more), trained on large quantities of unlabelled text using self-supervised learning. LLMs emerged around 2018 an ...
software that can
answer Answer commonly refers to response to a question. Answer may also refer to: * Answer (law), any reply to a question, counter-statement or defense in a legal procedure Music * Answer, an element of a fugue Albums * ''Answer'' (Angela Aki albu ...
medical
question A question is an utterance which serves as a request for information. Questions are sometimes distinguished from interrogatives, which are the grammar, grammatical forms typically used to express them. Rhetorical questions, for instance, are inte ...
s with a 67.6% accuracy on and nearly matched human clinician performance when answering open-ended medical questions, Med-PaLM. The AI makes use of comprehension-, recall of knowledge-, and medical
reasoning Reason is the capacity of consciously applying logic by drawing conclusions from new or existing information, with the aim of seeking the truth. It is closely associated with such characteristically human activities as philosophy, science, lang ...
-algorithms but remains inferior to clinicians. As of 2023, humans often – if not most often – conduct query-based web searches, read websites and/or conduct physical
doctor's visit A doctor's visit, also known as a physician office visit or a consultation, or a ward round in an inpatient care context, is a meeting between a patient with a physician to get health advice or treatment plan for a symptom or condition, most of ...
s to inquire health information, despite various difficulties, partly as they typically did not undergo any formal training in
media literacy Media literacy is an expanded conceptualization of literacy that includes the ability to access and analyze media messages as well as create, reflect and take action, using the power of information and communication to make a difference in the w ...
,
digital literacy Digital literacy refers to an individual's ability to find, evaluate, and communicate information through typing and other media on various digital platforms. It is evaluated by an individual's grammar, composition, typing skills and ability to pro ...
or
health literacy Health literacy is the ability to obtain, read, understand, and use healthcare information in order to make appropriate health decisions and follow instructions for treatment. There are multiple definitions of health literacy, in part, because heal ...
, as such is not part of schools curricula in most education systems as of 2023. *A novel potentially significantly more efficient
text-to-image A text-to-image model is a machine learning model which takes as input a natural language description and produces an image matching that description. Such models began to be developed in the mid-2010s, as a result of advances in deep neural netwo ...
approach, as implemented in MUSE, is reported. *A first successful autonomous long-duration operation, including simulated
combat Combat ( French for ''fight'') is a purposeful violent conflict meant to physically harm or kill the opposition. Combat may be armed (using weapons) or unarmed ( not using weapons). Combat is sometimes resorted to as a method of self-defense, or ...
, of a modified F-16 fighter jet, X-62A, by two AI software is reported. *A text-to-speech synthesizer, VALL-E, that can be trained to mimic anybody's
voice The human voice consists of sound made by a human being using the vocal tract, including talking, singing, laughing, crying, screaming, shouting, humming or yelling. The human voice frequency is specifically a part of human sound production in ...
with just three seconds of voice data and may produce the most natural-sounding results to date is reported in a preprint. *A use of world models for a wide range of domains that makes decisions using e.g. different 3D worlds and reward frequencies and outperforms previous approaches, DreamerV3, is reported as a step towards
general artificial intelligence Artificial general intelligence (AGI) is the ability of an intelligent agent to understand or learn any intellectual task that a human being can. It is a primary goal of some artificial intelligence research and a common topic in science fictio ...
in a preprint. *A
large language model A large language model (LLM) is a language model consisting of a neural network with many parameters (typically billions of weights or more), trained on large quantities of unlabelled text using self-supervised learning. LLMs emerged around 2018 an ...
, ProGen, that can generate functional protein sequences with a predictable function, with the input including tags specifying protein properties, is reported. *A
deep-learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
model, ZFDesign, for zinc finger design for any genomic target for gene- and
epigenetic In biology, epigenetics is the study of stable phenotypic changes (known as ''marks'') that do not involve alterations in the DNA sequence. The Greek prefix '' epi-'' ( "over, outside of, around") in ''epigenetics'' implies features that are "o ...
-editing is reported. *Software for generating 3D dynamic scenes ( text-to-4D), , is reported. *A study reports the development of
deep learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
algorithms to identify technosignature candidates, finding 8 potential alien signals not detected earlier. * Chatbot and text-generating AI,
ChatGPT ChatGPT (Generative Pre-trained Transformer) is a chatbot launched by OpenAI in November 2022. It is built on top of OpenAI's GPT-3 family of large language models, and is fine-tuned (an approach to transfer learning) with both supervised and ...
(released on 30 Nov 22), a
large language model A large language model (LLM) is a language model consisting of a neural network with many parameters (typically billions of weights or more), trained on large quantities of unlabelled text using self-supervised learning. LLMs emerged around 2018 an ...
, becomes highly popular, with some considering the large public's attention as unwarranted hype as potential applications are limited, similar software such as
Cleverbot Cleverbot is a chatterbot web application that uses machine learning techniques to have conversations with humans. It was created by British AI scientist Rollo Carpenter. It was preceded by Jabberwacky, a chatbot project that began in 1988 and ...
existed for many years, and the software is, on the fundamental level, not structured toward accuracy – e.g. providing seemingly credible but incorrect answers to queries and operating "without a contextual understanding of the language" – but only toward essentially the authenticity of mimicked human language. It was estimated that only two months after its launch, it had 100 million active users. Applications may include solving or supporting school writing assignments, malicious social bots (e.g. for
misinformation Misinformation is incorrect or misleading information. It differs from disinformation, which is ''deliberately'' deceptive. Rumors are information not attributed to any particular source, and so are unreliable and often unverified, but can turn ou ...
, propaganda, and scams), and providing inspiration (e.g. for artistic writing or in design or ideation in general).


Hardware

*Researchers demonstrate an open-brain surgery-free
brain implant Brain implants, often referred to as neural implants, are technological devices that connect directly to a biological subject's brain – usually placed on the surface of the brain, or attached to the brain's cortex. A common purpose of modern brai ...
,
Stentrode Stentrode (Stent-electrode recording array) is a small stent-mounted electrode array permanently implanted into a blood vessel in the brain, without the need for open brain surgery. It is in clinical trials as a brain–computer interface (BCI) fo ...
, that can record brain activity from a nearby blood vessel, showing it can be used to operate a computer.


2022


Software-hardware systems

*The first laparoscopic surgery performed entirely by a robot is reported. *Researchers demonstrate semi-automated testing for
reproducibility Reproducibility, also known as replicability and repeatability, is a major principle underpinning the scientific method. For the findings of a study to be reproducible means that results obtained by an experiment or an observational study or in a ...
( which is lacking especially in cancer research) via extraction of statements about experimental results in, as of 2022 non-semantic, gene expression cancer research papers and subsequent testing with breast cancer cell lines via
robot scientist Robot Scientist (also known as Adam) is a laboratory robot created and developed by a group of scientists including Ross King, Kenneth Whelan, Ffion Jones, Philip Reiser, Christopher Bryant, Stephen Muggleton, Douglas Kell, Emma Byrne and Stev ...
"
Eve Eve (; ; ar, حَوَّاء, Ḥawwāʾ; el, Εὕα, Heúa; la, Eva, Heva; Syriac: romanized: ) is a figure in the Book of Genesis in the Hebrew Bible. According to the origin story, "Creation myths are symbolic stories describing how the ...
". *''Agilicious'', an
open-source Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use the source code, design documents, or content of the product. The open-source model is a decentralized sof ...
and
open-hardware Open-source hardware (OSH) consists of physical artifacts of technology designed and offered by the open-design movement. Both free and open-source software (FOSS) and open-source hardware are created by this open-source culture movement and a ...
versatile standardized
quadrotor A quadcopter or quadrotor is a type of helicopter with four rotors. Although quadrotor helicopters and convertiplanes have long been flown experimentally, the configuration remained a curiosity until the arrival of the modern UAV or drone. T ...
drone Drone most commonly refers to: * Drone (bee), a male bee, from an unfertilized egg * Unmanned aerial vehicle * Unmanned surface vehicle, watercraft * Unmanned underwater vehicle or underwater drone Drone, drones or The Drones may also refer to: ...
, currently tailored toward agility, is released. *A university reports the release of 'Quad-SDK' which may be the first
open source Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use the source code, design documents, or content of the product. The open-source model is a decentralized sof ...
full-stack software for large
agile Agile may refer to: * Agile, an entity that possesses agility Project management * Agile software development, a development method * Agile construction, iterative and incremental construction method * Agile learning, the application of incremen ...
four-legged robots, compatible with the ROS. * News outlets report about deployment, research and development of novel military drone technology in the Russo-Ukrainian War in 2022, including demining drones, self-repurposed commercial/hobby drones (including via a
hackathon A hackathon (also known as a hack day, hackfest, datathon or codefest; a portmanteau of hacking and marathon) is an event where people engage in rapid and collaborative engineering over a relatively short period of time such as 24 or 48 hours. Th ...
), reconnaissance microdrones, kamikaze drones, bomb-dropping modified drones, and countermeasures such as electronic ones. *The first data transmission to exceed 1 petabit per second (Pbit/s) using only a single laser and a single optical chip is demonstrated by European researchers. * News outlets report about a novel agricultural robot for viable weed control using lasers or "laserweeding". There are similar precision agriculture machines that have been reported before, also e.g. applying low amounts of herbicides and fertilizers with precision while mapping plant locations, in some cases autonomously. Their benefits may include "healthier crops and
soil Soil, also commonly referred to as earth or dirt, is a mixture of organic matter, minerals, gases, liquids, and organisms that together support life. Some scientific definitions distinguish ''dirt'' from ''soil'' by restricting the former te ...
, decreased herbicide use, and reduced chemical and labor costs". *A satellite-free
GPS The Global Positioning System (GPS), originally Navstar GPS, is a Radionavigation-satellite service, satellite-based radionavigation system owned by the United States government and operated by the United States Space Force. It is one of t ...
-alternative higher-resolution positioning system using existing telecommunications networks is demonstrated, SuperGPS. *Impossible Metals announces its first underwater robotic vehicle, 'Eureka 1', has completed its first trial of selectively harvesting
polymetallic nodule Polymetallic nodules, also called manganese nodules, are mineral concretions on the sea bottom formed of concentric layers of iron and manganese hydroxides around a core. As nodules can be found in vast quantities, and contain valuable metals, de ...
rocks from the seabed nearly without harming the environment (as with other
seabed mining Seabed mining, also known as Seafloor mining is the recovery of minerals from the seabed by techniques of underwater mining. The concept includes mining at shallow depths on the continental shelf and deep-sea mining at greater depths associated w ...
) to help address the rising global need for
metals A metal (from Greek μέταλλον ''métallon'', "mine, quarry, metal") is a material that, when freshly prepared, polished, or fractured, shows a lustrous appearance, and conducts electricity and heat relatively well. Metals are typicall ...
for
renewable energy Renewable energy is energy that is collected from renewable resources that are naturally replenished on a human timescale. It includes sources such as sunlight, wind, the movement of water, and geothermal heat. Although most renewable energy ...
system components – mainly batteries. It operates autonomously and uses advanced computer vision, e.g. using AI to determine which rocks have signs of visible life on them so that they are not harvested.


Software

*A report by the
Royal Society The Royal Society, formally The Royal Society of London for Improving Natural Knowledge, is a learned society and the United Kingdom's national academy of sciences. The society fulfils a number of roles: promoting science and its benefits, re ...
lists potential or proposed countermeasures against misinformation, mainly online misinformation, such as, broadly described, building resilience to scientific
misinformation Misinformation is incorrect or misleading information. It differs from disinformation, which is ''deliberately'' deceptive. Rumors are information not attributed to any particular source, and so are unreliable and often unverified, but can turn ou ...
and a healthy online information environment. *
Computational biologists Computation is any type of arithmetic or non-arithmetic calculation that follows a well-defined model (e.g., an algorithm). Mechanical or electronic devices (or, historically, people) that perform computations are known as ''computers''. An espe ...
report the largest detailed human
genetic genealogy Genetic genealogy is the use of genealogical DNA tests, i.e., DNA profiling and DNA testing, in combination with traditional genealogical methods, to infer genetic relationships between individuals. This application of genetics came to be used b ...
, unifying human genomes from many sources for insights about human history, ancestry and evolution. It demonstrates a novel computational method for estimating how human DNA is related, in specific as a series of 13 million linked trees along the genome, a , which has also been called "the largest human
family tree A family tree, also called a genealogy or a pedigree chart, is a chart representing family relationships in a conventional tree structure. More detailed family trees, used in medicine and social work, are known as genograms. Representations of ...
". *Researchers report the creation of a version control system for
cell engineering Cell engineering is the purposeful process of adding, deleting, or modifying genetic sequences in living cells to achieve biological engineering goals such as altering cell production, changing cell growth and proliferation requirements, adding or ...
, suggesting it to be a "significant step toward more open, reproducible, easier to trace and share, and more trustworthy engineering biology", and possibly increase safety by enabling faster tracing of organisms lab of origin and design details via barcoding. *A
preprint In academic publishing, a preprint is a version of a scholarly or scientific paper that precedes formal peer review and publication in a peer-reviewed scholarly or scientific journal. The preprint may be available, often as a non-typeset versio ...
demonstrates how backdoors can be placed undetectably into classifying (e.g. posts as "spam" or well-visible "not spam")
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
models which are often developed and/or trained by third parties. Parties can change the classification of any input, including in cases with types of data/software transparency, possibly including white-box access. *Researchers report routes for
recycling Recycling is the process of converting waste materials into new materials and objects. The recovery of energy from waste materials is often included in this concept. The recyclability of a material depends on its ability to reacquire the p ...
200 industrial waste chemicals into important drugs and agrochemicals using a software for computer-aided chemical synthesis design, helping enable "circular chemistry" as a potential area of a
circular economy A circular economy (also referred to as circularity and CE) is a model of production and consumption, which involves sharing, leasing, reusing, repairing, refurbishing and recycling existing materials and products as long as possible. CE aims ...
. *The first global, interactive AI- and
satellite monitoring An Earth observation satellite or Earth remote sensing satellite is a satellite used or designed for Earth observation (EO) from orbit, including spy satellites and similar ones intended for non-military uses such as environmental monitoring, me ...
-based, map and analysis of plastic waste sites to help prevention of
plastic pollution Plastic pollution is the accumulation of plastic objects and particles (e.g. plastic bottles, bags and microbeads) in the Earth's environment that adversely affects humans, wildlife and their habitat. Plastics that act as pollutants are catego ...
, especially
ocean pollution Marine pollution occurs when substances used or spread by humans, such as industrial, agricultural and residential waste, particles, noise, excess carbon dioxide or invasive organisms enter the ocean and cause harmful effects there. The majorit ...
is published. *A study suggests that in
children A child ( : children) is a human being between the stages of birth and puberty, or between the developmental period of infancy and puberty. The legal definition of ''child'' generally refers to a minor, otherwise known as a person younger ...
at age 8–12 during two years, time gaming or watching digital videos can be positively correlated with measures intelligence, albeit correlations with overall screen time (including social media, socializing and TV) were not investigated and 'time gaming' did not differentiate between categories of video games (e.g. shares of games' platform and
genre Genre () is any form or type of communication in any mode (written, spoken, digital, artistic, etc.) with socially-agreed-upon conventions developed over time. In popular usage, it normally describes a category of literature, music, or other for ...
). *Computing and the
2022 Russian invasion of Ukraine On 24 February 2022, in a major escalation of the Russo-Ukrainian War, which began in 2014. The invasion has resulted in tens of thousands of deaths on both sides. It has caused Europe's largest refugee crisis since World War II. An ...
:
An editorial published in a journal notes that
remote surgery Remote surgery (also known as telesurgery) is the ability for a doctor to perform surgery on a patient even though they are not physically in the same location. It is a form of telepresence. A robot surgical system generally consists of one or mo ...
and types of videoconferencing for sharing expertise (e.g.
ad hoc Ad hoc is a Latin phrase meaning literally 'to this'. In English, it typically signifies a solution for a specific purpose, problem, or task rather than a generalized solution adaptable to collateral instances. (Compare with ''a priori''.) Com ...
assistance) have been and could be used to support doctors in Ukraine. A forum contribution analyzes Russian users' reactions to the Bucha massacre on social media – on nationalist Telegram channels. Computer science and technology is also used to defend against the 2022 Russian invasion such as with military technology, to document and communicate war events including via facial recognition of dead Russian soldiers and Russian war crimes, and for aggregated information about support opportunities for Ukrainian scientists. *Researchers demonstrate a MRI- ML-based approach that can
diagnose Diagnosis is the identification of the nature and cause of a certain phenomenon. Diagnosis is used in many different disciplines, with variations in the use of logic, analytics, and experience, to determine " cause and effect". In systems enginee ...
early Alzheimer's disease and may help identify unknown related changes in the brain. *A study explores the efficacy of GitHub Sponsors, launched in 2019, in terms of supporting FOSS-efforts and the sponsors' intentions as well as the motivation of sponsors and various quantitative and qualitative analyses relevant to this approach of FOSS-funding. *Progress in
climate change mitigation Climate change mitigation is action to limit climate change by reducing Greenhouse gas emissions, emissions of greenhouse gases or Carbon sink, removing those gases from the atmosphere. The recent rise in global average temperature is mostly caus ...
(CCM) living review-like works:
The
living document A living document, also known as an evergreen document or dynamic document, is a document that is continually edited and updated. An example of a living document is an article in Wikipedia, an online encyclopedia that permits anyone to freely edi ...
-like aggregation, assessment, integration and review website Project Drawdown adds 11 new CCM solutions to its organized set of mitigation techniques. The website's modeling framework is used in a study document to show that
metal recycling Aluminium recycling is the process by which scrap aluminium can be reused in products after its initial production. The process involves simply re-melting the metal, which is far less expensive and energy-intensive than creating new aluminium th ...
has significant potential for CCM. A revised or updated version, using computer models, of a major worldwide
100% renewable energy 100% renewable energy means getting all energy from renewable resources. The endeavor to use 100% renewable energy for electricity, heating, cooling and transport is motivated by climate change, pollution and other environmental issues, ...
proposed plan and model is published. *Researchers report the development of a
deep learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
system that learns intuitive physics from visual data (of virtual 3D environments) to some degree "from scratch" based on an unpublished approach inspired by studies of visual cognition in infants. Two weeks later, other researchers report the development of a
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
algorithm that could discover sets of basic variables of various physical systems and predict the systems' future dynamics from video recordings of their behavior. *Researchers report the development of
deep learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
software that can design proteins that contain prespecified functional sites. *
DeepMind DeepMind Technologies is a British artificial intelligence subsidiary of Alphabet Inc. and research laboratory founded in 2010. DeepMind was List of mergers and acquisitions by Google, acquired by Google in 2014 and became a wholly owned subsid ...
announces that its AlphaFold program has uncovered the structures of more than 200 million folded
proteins Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins perform a vast array of functions within organisms, including catalysing metabolic reactions, DNA replication, respo ...
, essentially all of those known to science. *A
screening Screening may refer to: * Screening cultures, a type a medical test that is done to find an infection * Screening (economics), a strategy of combating adverse selection (includes sorting resumes to select employees) * Screening (environmental), a ...
AI system for many cancer types that integrates different types of data via
multimodal learning Multimodal learning attempts to model the combination of different Modality (human–computer interaction), modalities of data, often arising in real-world applications. An example of multi-modal data is data that combines text (typically repres ...
is reported. *News outlets report that in July, for the first time, more people watched
streaming TV Streaming television is the digital distribution of television content, such as TV shows, as streaming media delivered over the Internet. Streaming television stands in contrast to dedicated terrestrial television delivered by over-the-air aer ...
than cable within the U.S.. *A researcher reports that the social media app
TikTok TikTok, known in China as Douyin (), is a short-form video hosting service owned by the Chinese company ByteDance. It hosts user-submitted videos, which can range in duration from 15 seconds to 10 minutes. TikTok is an international version ...
adds a
keylogger Keystroke logging, often referred to as keylogging or keyboard capturing, is the action of recording (logging) the keys struck on a keyboard, typically covertly, so that a person using the keyboard is unaware that their actions are being monitored ...
to its, on iOS essentially unavoidable, in-app browser in
iOS iOS (formerly iPhone OS) is a mobile operating system created and developed by Apple Inc. exclusively for its hardware. It is the operating system that powers many of the company's mobile devices, including the iPhone; the term also includes ...
, which allows its Chinese company to gather, for example, passwords, credit card details, and everything else that is typed into websites opened from taps on any external links within the app. Shortly after the report, the company claims such capabilities are only used for
debugging In computer programming and software development, debugging is the process of finding and resolving '' bugs'' (defects or problems that prevent correct operation) within computer programs, software, or systems. Debugging tactics can involve in ...
-types of purposes. To date, it has largely not been investigated which and to which extent (other) apps have capacities for such or similar data-collection. *A university reports the development of a driver isolation framework to protect operating system kernels, primarily the
monolithic A monolith is a monument or natural feature consisting of a single massive stone or rock. Monolith or monolithic may also refer to: Architecture * Monolithic architecture, a style of construction in which a building is carved, cast or excavated ...
Linux kernel The Linux kernel is a free and open-source, monolithic, modular, multitasking, Unix-like operating system kernel. It was originally authored in 1991 by Linus Torvalds for his i386-based PC, and it was soon adopted as the kernel for the GNU ope ...
which gets ~80,000 commits/year to its drivers, from defects and
vulnerabilities Vulnerability refers to "the quality or state of being exposed to the possibility of being attacked or harmed, either physically or emotionally." A window of vulnerability (WOV) is a time frame within which defensive measures are diminished, com ...
in
device driver In computing, a device driver is a computer program that operates or controls a particular type of device that is attached to a computer or automaton. A driver provides a software interface to hardware devices, enabling operating systems and ot ...
s, with the Mars Research Group developers describing this lack of isolation as one of the main factors undermining kernel security. *A study concludes that advanced artificial intelligence with learned goal planning would or may intervene in the provision of reward to short-circuit reward via advanced exploits of ambiguity in the data about its goal such as considering the sending of the reward itself as humans' goal and intervening in the data-provision about its goal. *News outlets report artificial intelligence art has
won Won may refer to: *The Korean won from 1902–1910 *South Korean won, the currency of the Republic of Korea *North Korean won, the currency of the Democratic People's Republic of Korea * Won (Korean surname) * Won (Korean given name) * Won Buddhis ...
the first place in a
digital art Digital art refers to any artistic work or practice that uses digital technology as part of the creative or presentation process, or more specifically computational art that uses and engages with digital media. Since the 1960s, various names ...
competition. Such artistic imagery is generated using input consisting of text and sometimes images, usually including parameters such as
artistic style In the visual arts, style is a "...distinctive manner which permits the grouping of works into related categories" or "...any distinctive, and therefore recognizable, way in which an act is performed or an artifact made or ought to be performed a ...
(
text-to-image generation A text-to-image model is a machine learning model which takes as input a natural language description and produces an image matching that description. Such models began to be developed in the mid-2010s, as a result of advances in deep neural netwo ...
). Around the time, an expert concludes that "AI art is everywhere right now", with even experts not knowing what it will mean, a news outlet establishes that "AI-generated art booms" and reports about issues of copyright and automation of professional artists, a news outlet investigates how online communities (e.g. their rules) confronted with many such artworks react, a news outlets raised concerns over
deepfake Deepfakes (a portmanteau of "deep learning" and "fake") are synthetic media in which a person in an existing image or video is replaced with someone else's likeness. While the act of creating fake content is not new, deepfakes leverage powerful ...
s, a magazine highlights possibilities of enabling "new forms of artistic expression", an editorial notes that it may be seen as a welcome . Moreover, additional functionalities – such as enabling the use of user-provided
concept Concepts are defined as abstract ideas. They are understood to be the fundamental building blocks of the concept behind principles, thoughts and beliefs. They play an important role in all aspects of cognition. As such, concepts are studied by s ...
s (like an object or a style) learned from few images for novel personalized art generated from the associated word/s or expanding beyond the borders of artistic images in the same style – are reported. On 22 August, Stable Diffusion is released as open source software, making the technology much more accessible and free to use on personal hardware as well as extendable by third-parties (i.e. other software projects). *A new
deep learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
technique enables year-round measurements of sea ice thickness in the Arctic. *A research report by
NewsGuard NewsGuard is a journalism and technology tool that rates the credibility of news and information websites and tracks online misinformation. It operates a browser extension and mobile apps for consumers as well as services for businesses, includ ...
indicates there is of
online misinformation Misinformation is incorrect or misleading information. It differs from disinformation, which is ''deliberately'' deceptive. Rumors are information not attributed to any particular source, and so are unreliable and often unverified, but can turn ou ...
delivered – to a mainly young user base – with
TikTok TikTok, known in China as Douyin (), is a short-form video hosting service owned by the Chinese company ByteDance. It hosts user-submitted videos, which can range in duration from 15 seconds to 10 minutes. TikTok is an international version ...
, whose usage is increasing. *The second largest
cryptocurrency A cryptocurrency, crypto-currency, or crypto is a digital currency designed to work as a medium of exchange through a computer network that is not reliant on any central authority, such as a government or bank, to uphold or maintain it. It i ...
, Ethereum, switches from the proof-of-work (electricity consumption for validation) to the proof-of-stake (staked holdings for validation)
algorithm In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific Computational problem, problems or to perform a computation. Algorithms are used as specificat ...
, which cuts its large respective electricity consumption. * Results of investigations about the issue of recommendation systems shifting their users' preferences "so they are easier to satisfy" are reported, including for actively optimizing such software to avoid problematic shifts/ manipulation, suggesting "that recommenders that optimize for staying in the trust region can avoid manipulative behaviors while still generating engagement". * An
open source Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use the source code, design documents, or content of the product. The open-source model is a decentralized sof ...
platform to match genomically profiled cancer patients to precision medicine drug
trials In law, a trial is a coming together of parties to a dispute, to present information (in the form of evidence) in a tribunal, a formal setting with the authority to adjudicate claims or disputes. One form of tribunal is a court. The tribunal, w ...
is reported. *After domain seizures of
Z-Library Z-Library (abbreviated as z-lib, formerly BookFinder) is a shadow library project for file-sharing access to scholarly journal articles, academic texts and general-interest books. It began as a mirror of Library Genesis, from which most of it ...
by
copyright A copyright is a type of intellectual property that gives its owner the exclusive right to copy, distribute, adapt, display, and perform a creative work, usually for a limited time. The creative work may be in a literary, artistic, education ...
law enforcement and moves toward
dark web The dark web is the World Wide Web content that exists on ''darknets'': overlay networks that use the Internet but require specific software, configurations, or authorization to access. Through the dark web, private computer networks can communi ...
and
IPFS The InterPlanetary File System (IPFS) is a protocol, hypermedia and file sharing peer-to-peer network for storing and sharing data in a distributed file system. IPFS uses content-addressing to uniquely identify each file in a global namespac ...
technologies by its content providers, the
open source Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use the source code, design documents, or content of the product. The open-source model is a decentralized sof ...
shadow library UI
Anna's Archive Anna's Archive is a free Non-profit organization, non-profit online shadow library metasearch engine providing access to a variety of book resources (also via InterPlanetary File System, IPFS), created by a team of anonymous archivists (referre ...
– which also provides access to a full copy of Z-Library content and scientific articles – is established by a team of
archivist An archivist is an information professional who assesses, collects, organizes, preserves, maintains control over, and provides access to Document, records and archives determined to have long-term value. The records maintained by an archivist c ...
s, essentially providing the largest human book and literature
library A library is a collection of materials, books or media that are accessible for use and not just for display purposes. A library provides physical (hard copies) or digital access (soft copies) materials, and may be a physical location or a vir ...
. *News outlets report about the development of a post-editing model using
GPT-3 Generative Pre-trained Transformer 3 (GPT-3) is an autoregressive language model that uses deep learning to produce human-like text. Given an initial text as prompt, it will produce text that continues the prompt. The architecture is a standard ...
that improves
machine translation Machine translation, sometimes referred to by the abbreviation MT (not to be confused with computer-aided translation, machine-aided human translation or interactive translation), is a sub-field of computational linguistics that investigates t ...
s after identification of current translation problems. *The largest global inventory and interactive map of greenhouse gas emission sources is released by
Climate TRACE Climate TRACE (Tracking Real-Time Atmospheric Carbon Emissions) is an independent group which monitors and publishes greenhouse gas emissions within weeks. It launched in 2021 before COP26, and improves monitoring, reporting and verification (MR ...
(9 Nov). *Around the
acquisition of Twitter by Elon Musk Business magnate Elon Musk initiated the acquisition of American social media company Twitter, Inc. on April 14, 2022, and concluded it on October 27, 2022. Musk began buying Twitter shares in January 2022, eventually becoming the company's ...
(27 Oct), interest in alternatives to the site – described as "one of the world's most high-profile information ecosystems", a contemporary suboptimal public square, and as heavily used by many journalists and
news media The news media or news industry are forms of mass media that focus on delivering news to the general public or a target public. These include news agencies, print media (newspapers, news magazines), broadcast news (radio and television), and th ...
– increases substantially. However, no alternative such as
Mastodon A mastodon ( 'breast' + 'tooth') is any proboscidean belonging to the extinct genus ''Mammut'' (family Mammutidae). Mastodons inhabited North and Central America during the late Miocene or late Pliocene up to their extinction at the end of th ...
,
Reddit Reddit (; stylized in all lowercase as reddit) is an American social news aggregation, content rating, and discussion website. Registered users (commonly referred to as "Redditors") submit content to the site such as links, text posts, images ...
or the Bluesky protocol was found to match such as
ease of use Usability can be described as the capacity of a system to provide a condition for its users to perform the tasks safely, effectively, and efficiently while enjoying the experience. In software engineering, usability is the degree to which a soft ...
to date, in terms of being able to substitute the site. *Two studies demonstrate platform-built-in as well browser-integrated misinformation mitigation. *Researchers develop falsity scores for over 800 contemporary
elite In political and sociological theory, the elite (french: élite, from la, eligere, to select or to sort out) are a small group of powerful people who hold a disproportionate amount of wealth, privilege, political power, or skill in a group. D ...
s on Twitter and associated exposure scores. *News outlets report about the first fully self-supervised
anti-money laundering Money laundering is the process of concealing the origin of money, obtained from illicit activities such as drug trafficking, corruption, embezzlement or gambling, by converting it into a legitimate source. It is a crime in many jurisdictions ...
AI software Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech rec ...
using contemporary suboptimal datasets, LaundroGraph. *A university reports on the first study of the new
privacy Privacy (, ) is the ability of an individual or group to seclude themselves or information about themselves, and thereby express themselves selectively. The domain of privacy partially overlaps with security, which can include the concepts of a ...
-intrusion Web tracking technique of " UID
smuggling Smuggling is the illegal transportation of objects, substances, information or people, such as out of a house or buildings, into a prison, or across an international border, in violation of applicable laws or other regulations. There are various ...
" by the ad industry, which finds it to be prevalent and largely not mitigated by latest protection tools – such as Firefox's tracking protection and uBlock Origin – and contributes to countermeasures. * Text-to-3D software becomes sophisticated, shortly after generative AI art. OpenAI releases Point-E, a machine learning system that can generate 3D models from text prompts, similar to previously released GET3D and Magic3D by
Nvidia Nvidia CorporationOfficially written as NVIDIA and stylized in its logo as VIDIA with the lowercase "n" the same height as the uppercase "VIDIA"; formerly stylized as VIDIA with a large italicized lowercase "n" on products from the mid 1990s to ...
. DreamFusion from Google may also be notable.


Hardware

*A logic gate for computation at
femtosecond A femtosecond is a unit of time in the International System of Units (SI) equal to 10 or of a second; that is, one quadrillionth, or one millionth of one billionth, of a second. For context, a femtosecond is to a second as a second is to about 31. ...
timescales is demonstrated. *A study estimates losses of 61 metals to help the development of
circular economy A circular economy (also referred to as circularity and CE) is a model of production and consumption, which involves sharing, leasing, reusing, repairing, refurbishing and recycling existing materials and products as long as possible. CE aims ...
strategies, showing that usespans of, often scarce, tech-critical metals are short. * Researchers report a robotic finger covered in a type of manufactured living human skin. Researchers demonstrate an electronic skin giving biological
skin Skin is the layer of usually soft, flexible outer tissue covering the body of a vertebrate animal, with three main functions: protection, regulation, and sensation. Other cuticle, animal coverings, such as the arthropod exoskeleton, have diffe ...
-like haptic sensations and touch/pain-sensitivity to a robotic hand. A system of an electronic skin and a human-machine interface is reported that can enable remote sensed
tactile perception In physiology, the somatosensory system is the network of neural structures in the brain and body that produce the perception of touch (haptic perception), as well as temperature (thermoception), body position (proprioception), and pain. It i ...
, and wearable or robotic sensing of many hazardous substances and pathogens. A multilayer tactile sensor
hydrogel A hydrogel is a crosslinked hydrophilic polymer that does not dissolve in water. They are highly absorbent yet maintain well defined structures. These properties underpin several applications, especially in the biomedical area. Many hydrogels ar ...
-based robot skin is demonstrated. *
Samsung The Samsung Group (or simply Samsung) ( ko, 삼성 ) is a South Korean multinational manufacturing conglomerate headquartered in Samsung Town, Seoul, South Korea. It comprises numerous affiliated businesses, most of them united under the ...
announces the first mass production of computer chips using a
3 nm In semiconductor manufacturing, the 3 nm process is the next die shrink after the 5 nanometer MOSFET (metal–oxide–semiconductor field-effect transistor) technology node. , Taiwanese chip manufacturer TSMC plans to put a 3 nm, semi ...
process. These feature a
gate-all-around A multigate device, multi-gate MOSFET or multi-gate field-effect transistor (MuGFET) refers to a metal–oxide–semiconductor field-effect transistor (MOSFET) that has more than one gate on a single transistor. The multiple gates may be control ...
transistor upright=1.4, gate (G), body (B), source (S) and drain (D) terminals. The gate is separated from the body by an insulating layer (pink). A transistor is a semiconductor device used to Electronic amplifier, amplify or electronic switch, switch e ...
architecture that reduces power consumption by up to 45%, improves performance by 23% and reduces area by 16% compared to 5 nm. *Researchers report the development of nanoscale brain-inspired artificial synapses, using the ion proton (), for 'analog
deep learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
'. *The creation of artificial neurons that can receive and release
dopamine Dopamine (DA, a contraction of 3,4-dihydroxyphenethylamine) is a neuromodulatory molecule that plays several important roles in cells. It is an organic compound, organic chemical of the catecholamine and phenethylamine families. Dopamine const ...
( chemical signals rather than electrical signals) and communicate with natural rat
muscle Skeletal muscles (commonly referred to as muscles) are organs of the vertebrate muscular system and typically are attached by tendons to bones of a skeleton. The muscle cells of skeletal muscles are much longer than in the other types of muscl ...
and brain cells is reported, with potential for use in
BCIs The Building Cost Information Service (BCIS), provides cost and price data for the UK construction industry. It is a part of the Royal Institution of Chartered Surveyors (RICS). History BCIS was set up in 1961 to provide the profession with c ...
/ prosthetics. *Scientists report a so far unique and unknown feature of material VO2 – it can "remember" previous external stimuli (via structural rather than electronic states), with potential for e.g. data storage. * Researchers report the development of
remote controlled Teleoperation (or remote operation) indicates operation of a system or machine at a distance. It is similar in meaning to the phrase "remote control" but is usually encountered in research, academia and technology. It is most commonly associat ...
cyborg cockroaches if moving to sunlight for recharging. *Researchers from the
Max Planck Institute for Polymer Research The Max Planck Institute for Polymer Research (german: Max-Planck-Institut für Polymerforschung) is a scientific center in the field of polymer science located in Mainz, Germany. The institute was founded in 1983 by Erhard W. Fischer and Gerhard ...
reported an organic artificial spiking neuron for ''in-situ'' sensing and biointerface that exhibits the signal diversity of biological neurons.


2021

*
Philosophy Philosophy (from , ) is the systematized study of general and fundamental questions, such as those about existence, reason, knowledge, values, mind, and language. Such questions are often posed as problems to be studied or resolved. Some ...
]
– Thomas Metzinger, a German philosophy of science, philosopher of cognitive science and applied ethics, calls for a "global moratorium on synthetic phenomenology" which, "until 2050", precautionarily bans "all research that directly aims at or knowingly risks the emergence of
artificial consciousness Artificial consciousness (AC), also known as machine consciousness (MC) or synthetic consciousness (; ), is a field related to artificial intelligence and cognitive robotics. The aim of the theory of artificial consciousness is to "Define that wh ...
on post-biotic carrier systems" – and could be gradually refined. The paper does not describe mechanisms of global
enforcement Enforcement is the proper execution of the process of ensuring compliance with laws, regulations, rules, standards, and social norms. Governments attempt to effectuate successful implementation of policies by enforcing laws and regulations. Ena ...
of such proposed regulations which do not consider biotic or semi-biotic systems and aims to limit suffering risks. * ype of database/small> – A new global food emissions database indicates that the current
food system The term food system describes the interconnected systems and processes that influence nutrition Nutrition is the biochemical and physiological process by which an organism uses food to support its life. It provides organisms with nutrients ...
s are responsible for one third of the global
anthropogenic Anthropogenic ("human" + "generating") is an adjective that may refer to: * Anthropogeny, the study of the origins of humanity Counterintuitively, anthropogenic may also refer to things that have been generated by humans, as follows: * Human im ...
greenhouse gas emissions Greenhouse gas emissions from human activities strengthen the greenhouse effect, contributing to climate change. Most is carbon dioxide from burning fossil fuels: coal, oil, and natural gas. The largest emitters include coal in China and lar ...
. * ata usage/small> – In a static proprietary article that appeared in and was co-
reviewed Review is an evaluation of a publication, product, service, company, or other object or idea. An article about or a compilation of reviews may itself be called a review. Review may also refer to: Evaluation processes *Book review, a description ...
by a
scientific journal In academic publishing, a scientific journal is a periodical publication intended to further the progress of science, usually by reporting new research. Content Articles in scientific journals are mostly written by active scientists such as s ...
, authenticated scientists analyze data from multiple public databases to create a regional representation of levels of
deforestation Deforestation or forest clearance is the removal of a forest or stand of trees from land that is then converted to non-forest use. Deforestation can involve conversion of forest land to farms, ranches, or urban use. The most concentrated d ...
induced by nations' recent, largely unmodulated, trade-, production- and consumption-patterns. * A study finds that carbon emissions from Bitcoin mining in China – where a majority of the proof-of-work algorithm that generates current economic value is computed, largely fueled by nonrenewable sources – have accelerated rapidly and would soon exceed total annual emissions of countries like Italy, interfering with
climate change mitigation Climate change mitigation is action to limit climate change by reducing Greenhouse gas emissions, emissions of greenhouse gases or Carbon sink, removing those gases from the atmosphere. The recent rise in global average temperature is mostly caus ...
commitments. Available unde
CC BY 4.0
* Neuralink reveals a male
macaque The macaques () constitute a genus (''Macaca'') of gregarious Old World monkeys of the subfamily Cercopithecinae. The 23 species of macaques inhabit ranges throughout Asia, North Africa, and (in one instance) Gibraltar. Macaques are principally ...
with chips embedded on each side of its brain, playing a mind-controlled version of '' Pong''. While similar technology has been demonstrated for decades, and wireless implants have existed for years, some observers note that the organization increased the number of implanted electrodes that are read wirelessly. * Scientists review materials strategies for organic neuromorphic devices, suggesting that "their biocompatibility and mechanical conformability give them an advantage for creating adaptive biointerfaces, brain-machine interfaces, and biology-inspired prosthetics". * Researchers publish the first in-depth study of
Web browser A web browser is application software for accessing websites. When a user requests a web page from a particular website, the browser retrieves its files from a web server and then displays the page on the user's screen. Browsers are used on ...
tab
interfaces Interface or interfacing may refer to: Academic journals * Interface (journal), ''Interface'' (journal), by the Electrochemical Society * ''Interface, Journal of Applied Linguistics'', now merged with ''ITL International Journal of Applied Lin ...
. They found that many people struggle with tab overload and conducted surveys and interviews about people's tab use. Thereby they formalized pressures for closing tabs and for keeping tabs open. The authors then developed related UI design considerations which could enable better tools and changes to the code of Web browsers – like Firefox – that allow knowledge workers and other users to better manage their tabs. * Operation of the U.S. Colonial Pipeline is interrupted by a
ransomware Ransomware is a type of malware from cryptovirology that threatens to publish the victim's personal data or permanently block access to it unless a ransom is paid off. While some simple ransomware may lock the system without damaging any files, ...
cyber attack. * A new record for the smallest single-chip system is achieved, occupying a total volume of less than 0.1 mm³. * Scientists demonstrate the first brain–computer interface that decodes neural signals for
handwriting Handwriting is the writing done with a writing instrument, such as a pen or pencil, in the hand. Handwriting includes both printing and cursive styles and is separate from formal calligraphy or typeface A typeface (or font family) is ...
. The character output speed of a patient with a paralyzed hand was up to 90 characters per minute – more than double the previous record. Each letter is associated with a highly distinctive pattern of activity in the brain, making it relatively easy for the algorithm to distinguish them. * Archivists initiate a rescue mission to secure enduring access to humanity's largest public
library A library is a collection of materials, books or media that are accessible for use and not just for display purposes. A library provides physical (hard copies) or digital access (soft copies) materials, and may be a physical location or a vir ...
of scientific articles, Sci-Hub, due to the site's increased legal troubles, using Web and BitTorrent technologies. * Google demonstrates a research project called LaMDA, an natural language generation, automatic language generation system designed to chatbot, sustain a conversation with a person on any topic. * The most comprehensive Brain mapping, 3D map of the human brain – of a millionth of a brain and requiring 1.4 petabytes of storage space – is published. * El Salvador passes the Bitcoin Law, making the first country give
cryptocurrency A cryptocurrency, crypto-currency, or crypto is a digital currency designed to work as a medium of exchange through a computer network that is not reliant on any central authority, such as a government or bank, to uphold or maintain it. It i ...
and bitcoin a status of legal tender.Diario Oficial, numero 110, tomo n° 431, 9 de junio de 2021
, Government gazette, Official Journal of El Salvador, National Press of El Salvador
The law was passed by the Legislative Assembly of El Salvador on June 8, 2021, giving the cryptocurrency bitcoin the status of legal tender within El Salvador after September 7, 2021. It was proposed by President Nayib Bukele. The text of the law states that "the purpose of this law is to regulate bitcoin as unrestricted legal tender with liberating power, unlimited in any transaction, and to any title that public or private natural or legal persons require carrying out". * GitHub Copilot, a programmer assistant AI, is released. Later free and open-source software, FOSS variants of the tool include FauxPilot. * In the debate the cognitive impacts of smartphones and digital technology a group reports that, contrary to widespread belief, scientific evidence doesn't show that these technologies Digital media use and mental health, harm biological cognitive abilities and that they instead change predominant ways of cognition – such as a reduced need to remember facts or conduct mathematical calculations by pen and paper outside contemporary schools. However, some activities – like reading novels – that require long attention-spans and don't feature ongoing rewarding stimulation may become more challenging in general. * Open 3D Engine – a game engine that is free and open source software (FOSS) and has GNU/Linux support – is released. * Researchers used a brain–computer interface to enable a man who was paralyzed since 2003 to produce comprehensible words and sentences by decoding signals from electrodes in the speech areas of his brain. * Japan achieves a new Fiber-optic communication, world record Internet speed: 319 Tbit/s over ~3000 km which, albeit not being the fastest speed overall, beats the previous record of 178 Tbit/s. * Scientists report that worldwide Adolescent health, adolescent loneliness and depression increased substantially after 2012 and that loneliness in contemporary schools appears to be associated with smartphone access and Internet#usage, Internet use. *
DeepMind DeepMind Technologies is a British artificial intelligence subsidiary of Alphabet Inc. and research laboratory founded in 2010. DeepMind was List of mergers and acquisitions by Google, acquired by Google in 2014 and became a wholly owned subsid ...
announces that its AlphaFold AI has Protein structure prediction, predicted the structures of over 350,000
proteins Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins perform a vast array of functions within organisms, including catalysing metabolic reactions, DNA replication, respo ...
, including 98.5% of the ~20,000 proteins in the human body. The 3D data along with their degrees of confidence for accuracy is made freely available with a new database, doubling the previous number of protein structures in the public domain. * Scientists publish the first complete neuron-level-resolution Brain mapping, 3D map of a monkey brain which they scanned within 100 hours. * A researcher reports that Geomagnetic storm#Definition, solar superstorms would cause large-scale global months-long Internet outages. She describes potential mitigation measures and exceptions – such as user-powered Wireless mesh network, mesh networks and related peer-to-peer applications – and the robustness of the current Internet infrastructure. * Scientists conclude that Personal carbon trading, personal carbon allowances (PCAs) could be a component of
climate change mitigation Climate change mitigation is action to limit climate change by reducing Greenhouse gas emissions, emissions of greenhouse gases or Carbon sink, removing those gases from the atmosphere. The recent rise in global average temperature is mostly caus ...
. They find that the Green recovery, economic recovery from COVID-19 and novel digital technology capacities open a window of opportunity for first implementations. PCAs would consist of – e.g. money, monetary – credit-feedbacks and decreasing default levels of per capita emissions concessions. The researchers find that recent advances in
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
technology and "smarter home and transport options make it possible to easily track and manage a large share of individuals' emissions" and that feedback effective in engaging individuals to reduce their energy-related emissions and relevant new personalized mobile app, apps could be designed. Issues may include privacy, evaluating emissions from individuals co-running multinational companies and the availability and prices of products and services. * Cerebras announces a new hardware and software platform that can support AI models of 120 trillion parameters, enabling neural networks greater than the equivalent number of human brain synapses. * Pathogen researchers report the development of
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
models for genome-based early warning system, early detection and prioritization of high-risk potential zoonosis, zoonotic viruses in animals prior to Spillover infection, spillover to humans. They conclude that their tool could be used for virus surveillance for pandemic prevention via (i.a.) measures of "early investigation and outbreak preparedness" and would have been capable of predicting SARS-CoV-2 as a high-risk strain. * A loss of public IP routing, IP routes to the Facebook Domain Name System, DNS servers due to malfunctioning capacity-assessment code, routinely triggered after configuration changes of routers of the company's data centers, that resulted in stoppage of Border Gateway Protocol, BGP routing information broadcasts causes the 2021 Facebook outage. * A study Packet analyzer, of data traffic by popular smartphones running variants of the Android (operating system), Android software finds substantial by-default data collection and sharing with no opt-out (i.e. even the NetGuard Firewall (computing), firewall, which is not installed by default, may not reliably and completely prevent such data traffic) and implications for users' privacy, control and security. * Media outlets report about novel technologies for virtual try-ons of clothes for more sustainable fashion and improved online shopping, which increased relative to shopping at local shops that store clothes Impact of the COVID-19 pandemic on the fashion industry, due to the COVID-19 pandemic. *A method of DNA digital data storage, DNA data storage with 100 times the density of previous techniques is announced. * Scientists demonstrate that Cerebral organoid, grown brain cells integrated Brain–computer interface, into digital systems can carry out goal-directed Biological computation, tasks with Cognition, performance-scores. In particular, playing a simulated (via electrophysiological stimulation) ''Pong (video game), Pong'' which the cells learned to play faster than known machine intelligence systems, albeit to a lower skill-level than both AI and humans. Moreover, the study suggests it provides "first empirical evidence" of information-processing capacity differences between neurons from different species. *Researchers reported the development of organic low-power Neuromorphic engineering, neuromorphic electronics which they built into a robot, enabling it to learn sensorimotorically within the real world, rather than via simulations like in the study above. For the chip, polymers were used and coated with an ion-rich gel to enable the material to carry an electric charge like neuron, real neurons. * Researchers report the development of a system of machine learning and Hyperspectral imaging, hyperspectral camera that can distinguish between 12 different types of plastics such as PET and PP for automated waste separation, separation of waste of, as of 2020, highly standardization#Environmental protection, unstandardized plastics products and packaging. * A scientific review summarizes research and data about telemedicine. Its results indicate that, in general, outcomes of such Information and communications technology, ICT-use are as good as in-person care with health care use staying similar. * The ''Log4Shell'' security vulnerability in a Java logging framework is publicly disclosed two weeks after its discovery. Because of the ubiquity of the affected software, experts have described it as a most serious computer vulnerability. In a high-level meeting, the importance of security maintenance of open-source software – often also carried out largely by few volunteers – to national security was clarified. * Researchers report the development of a database and analysis tool about perovskite solar cells which systematically integrates over 15,000 publications, in particular device-data about over 42,400 of such photovoltaic devices. Authors described the site – which requires signing up to access the data and uses software that is partly open source but to date not free software – as a participative "Wikipedia for perovskite solar cell research" and suggest that extensively capturing the progress of an entire field including interactive data exploration functionalities could also be applicable to many fields in materials science, engineering and biosciences. * A third main Technological convergence#Cell phone convergence, convergent graphical Shell (computing), shell (Maui Shell) and Application framework, UI framework (MauiKit), based on KDE/Kirigami (software), Kirigami, for the GNU/Linux operating system on smartphones, Desktop computer, desktops and other devices, is released.


2020

* Scite.ai – a
deep learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. De ...
-based citation index that classifies scientific citations as 'Supporting', 'Mentioning' or 'Contrasting' the respective study (a type of Semantic web, semantic Metadata#In science, metadata) – is launched. * February 7 – AMD releases the Ryzen Threadripper 3990X, the first 64 core CPU for consumer market based on the Zen 2 microarchitecture. * March 26 – After one of the first and largest public volunteer computing, volunteer distributed computing projects SETI@home announced its shutdown by March 31, 2020, and due to heightened interest as a result of to the COVID-19 pandemic, the distributed computing project Folding@home becomes the world's first Exascale computing, system to reach one exaFLOPS. The system simulates protein folding, is used for medical research on COVID-19 and achieved a speed of approximately 2.43 x86 exaFLOPS by April 13, 2020 many times faster than the fastest supercomputer Summit (supercomputer), Summit. * April 20 – Researchers demonstrate a diffusive memristor fabricated from Bacterial nanowires, protein nanowires of the bacterium ''Geobacter sulfurreducens'' which functions at substantially lower voltages than previously described ones and may allow the construction of artificial neurons which function at voltages of biological action potentials. The nanowires have a range of advantages over silicon nanowires and the memristors may be used to directly process biosensor, biosensing signals, for neuromorphic computing and/or brain–computer interface, direct communication with biological neurons. * May 22 – Australian computer scientists report achieving, thus far, the highest Internet access#Speed, internet speed in the world from a single optical chip source over standard optical fiber, amounting to 44.2 Terabits per sec, or "downloading 1000 high definition movies in a split second". * May 27 – A study shows that social networks can function poorly as pathways for inconvenient truths, that the Disaster response#Collective communication and behaviour, interplay between communication and action during disasters may depend on the structure of social networks, that communication networks suppress necessary "evacuations" in test-scenarios because of false reassurances when compared to groups of isolated individuals and that larger networks with a smaller proportion of informed subjects can suffer more damage due to human-caused
misinformation Misinformation is incorrect or misleading information. It differs from disinformation, which is ''deliberately'' deceptive. Rumors are information not attributed to any particular source, and so are unreliable and often unverified, but can turn ou ...
. * June 11 – Chatbot-technology and text-producing AI
GPT-3 Generative Pre-trained Transformer 3 (GPT-3) is an autoregressive language model that uses deep learning to produce human-like text. Given an initial text as prompt, it will produce text that continues the prompt. The architecture is a standard ...
is released. * July 6 – [Novel protocol/standard] – The Versatile Video Coding standard (H.266) is finalised, designed to halve the bitrate of previous formats, reducing data volume and being especially useful for on-demand Ultra-high-definition television, 8K streaming services. * June 15 – Researchers report the development of a polymer device that can receive
dopamine Dopamine (DA, a contraction of 3,4-dihydroxyphenethylamine) is a neuromodulatory molecule that plays several important roles in cells. It is an organic compound, organic chemical of the catecholamine and phenethylamine families. Dopamine const ...
signals Wetware computer#Future applications, from real cells and learns from it. * July 15 – A Cyborg#In the military, cyborg beetle with a camera is demonstrated. The streams video to a smartphone via Bluetooth for a "bug's eye view". * August 28 – Elon Musk reveals a model of the prototype brain–computer interface chip, implanted in pigs, that his company Neuralink has been working on. * September 3 – Scientists report finding "176 Open Access scientific journal, journals that, through lack of digital preservation, comprehensive and open archives, vanished from the Web between 2000–2019, spanning all major research disciplines and geographic regions of the world" and that in 2019 only about a third of the 14,068 Directory of Open Access Journals, DOAJ-indexed journals ensured the long-term preservation of their content themselves, with many papers not getting archived by Web archiving, Web archiving initiatives such as the Internet Archive. * September 18 – Media reports of what may be the first publicly confirmed case of a civilian fatality as a nearly direct consequence of a cyberattack, after
ransomware Ransomware is a type of malware from cryptovirology that threatens to publish the victim's personal data or permanently block access to it unless a ransom is paid off. While some simple ransomware may lock the system without damaging any files, ...
disrupted a hospital in Germany. * September 25 – [Novel application of computing / software] – Chemists describe, for the first time, possible chemical pathways from Abiogenesis, nonliving prebiotic chemicals to Biochemistry, complex biochemicals that could give rise to Earliest known life forms, living organisms, based on a new computer program named ALLCHEMY. * October 28 – A review suggests only surgical robot platforms "that can effectively communicate their intent and explain their decisions to their human companions will find their way into the operating room of the future", defines levels of autonomy and suggests "positive evidence will soon emerge and build up" that would motivate "transition to clinical trials".


Awards and challenges


Deaths


2023


2022

* January 2: Hagit Shatkay, 56, Israeli-American computer scientist. * January 30: Takao Nishizeki, 74, Japanese mathematician and computer scientist. * February 16: Lorinda Cherry, 77, American computer scientist and programmer. * February 28: Mary Coombs, 93, British computer programmer. * September 2: Peter Eckersley (computer scientist), 43, Australian computer scientist.


2021

*January 2: Brad Cox, American computer scientist, and inventor of the Objective-C, Objective-C programming language (b. 1944) *January 28: Alice Recoque, French computer scientist (b. 1929) *February 1: Walter Savitch, American computer scientist and theoretical mathematician (b. 1943) *February 6: Ioan Dzițac, Romanian computer scientist and mathematician (b. 1953) *March 6: Lou Ottens, Dutch engineer and inventor of the cassette tape (b. 1926) *April 1: Isamu Akasaki, Japanese engineer and physicist, and inventor of the blue LED (b. 1929) *April 16: Charles Geschke, American computer scientist, and co-founder of Adobe Inc. (b. 1939) *April 23: Dan Kaminsky, American computer security researcher (b. 1979) *May 23: Makoto Nagao, Japanese natural language processing pioneer (b. 1936) *June 23: John McAfee, British-American antivirus software pioneer, and founder of McAfee (b. 1945)


2020

*January 2: Robert M. Graham (computer scientist), Robert M. Graham, American computer scientist (b. 1929) *January 3: Joseph Karr O'Connor, American computer scientist (b. 1953) *January 8: Peter T. Kirstein, British computer scientist (b. 1933) *February 11: Yasumasa Kanada, Japanese computer scientist (b. 1949) *February 16: **Larry Tesler, American computer scientist (b. 1945) **John Iliffe (computer designer), John Iliffe, British computer designer (b. 1931) *February 18: Bert Sutherland, American computer scientist (b. 1936) *March 2: Vera Pless, American mathematician (b. 1931) *March 15: Olvi L. Mangasarian, Iraqi-American computer scientist and mathematician (b. 1934) *April 7 **Mishik Kazaryan, Russian physicist (b. 1948) **Adrian V. Stokes, British computer scientist (b. 1945) *April 11: John Horton Conway, British mathematician (b. 1937) *April 25: Thomas Huang, American computer scientist (b. 1936) *May 9: Timo Honkela, Finnish computer scientist (b. 1962) *June 5: Deborah Washington Brown, American computer scientist (b. 1952) *July 10: Michael M. Richter, German mathematician and computer scientist (b. 1938) *July 26: Bill English (computer engineer), Bill English, American computer engineer and co-developer of the computer mouse (b. 1929) *August 4: Frances Allen, American computer scientist, first woman to win the Turing Award (b. 1932) *August 11: Russell Kirsch, American computer scientist and inventor of the first digital image scanner (b. 1929) *August 25: Rebeca Guber, Argentine mathematician and computer scientist (b.1926) *October 2: Victor Zalgaller, Russian-Israeli mathematician (b. 1920) *November 7: Chung Laung Liu, Taiwanese computer scientist (b. 1934) *November 14: Peter Pagé, German computer scientist (b. 1939) *November 23: Konrad Fiałkowski, Polish computer engineer (b. 1939) *December 1 **Norman Abramson, American computer scientist and engineer (b. 1932) **Eric Engstrom, American software engineer and co-creator of DirectX (b. 1965) *December 14: Claudio Baiocchi, Italian mathematician (b. 1940) *December 22: Edmund M. Clarke, American computer scientist (b. 1945) *December 23: Lars Arge, Danish computer scientist (b. 1967)


Further topics

Very broad outlines of topic domains and topics with substantial progress during the decade not yet included above with a ''Further information:'' link:


Software

* Applications of artificial intelligence ** Explainable artificial intelligence ** Artificial intelligence art * Climate change mitigation#Research * Education#Development * Archivist#On the Internet * Decision-making software * Emulator ** Video game console emulator * Technical standard * Supply chain sustainability#Software ** Sustainability standards and certification * Linux for mobile devices * Usage share of operating systems


COVID-19

* Impact of the COVID-19 pandemic on education ** Learning management system#COVID-19 and Learning Management Systems * Impact of the COVID-19 pandemic on science and technology * Software for COVID-19 pandemic mitigation


Economic events and economics

* 2020–present global chip shortage * Cryptocurrency bubble#2020–2022 cryptocurrency bubble * Bug bounty program#Notable programs * China–United States trade war#2020 or general technological sovereignty policies ;General topics * Business models for open-source software#FOSS and economy * Digital transformation#History * Distributive justice/Sustainable distribution/Sustainable design/Resource allocation#Algorithms, Algorithms for resource allocation and Sustainable food system#Production decision-making, sustainable food system decision-making * 2020s in economic history#Remote work


New releases


See also


References

{{DEFAULTSORT:Timeline of computing 2020-29 Computing timelines, 2020 2020s in technology 2020s in computing, 2020s decade overviews 2020s timelines, Computing