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Center For Human-Compatible AI
The Center for Human-Compatible Artificial Intelligence (CHAI) is a research center at University of California, Berkeley (UC Berkeley) focusing on advanced artificial intelligence (AI) safety methods. CHAI was founded in 2016 by a group of academics led by UC Berkeley computer science professor and AI author Stuart J. Russell. Russell is known for co-authoring the widely used AI textbook '' Artificial Intelligence: A Modern Approach''. CHAI's faculty membership includes Bart Selman and Joseph Halpern from Cornell University, Pieter Abbeel from UC Berkeley, and Michael Wellman from the University of Michigan. In 2016, the Open Philanthropy Project (OpenPhil) recommended a grant of $5,555,550 over five years to support CHAI. CHAI received an additional grant of $200,000 from OpenPhil in 2019. Research CHAI's approach to AI safety research focuses on value alignment strategies, particularly inverse reinforcement learning, in which the AI infers human values from observing huma ...
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Berkeley, California
Berkeley ( ) is a city on the eastern shore of San Francisco Bay in northern Alameda County, California, United States. It is named after the 18th-century Irish bishop and philosopher George Berkeley. It borders the cities of Oakland and Emeryville to the south and the city of Albany and the unincorporated community of Kensington to the north. Its eastern border with Contra Costa County generally follows the ridge of the Berkeley Hills. The 2020 census recorded a population of 124,321. Berkeley is home to the oldest campus in the University of California System, the University of California, Berkeley, and the Lawrence Berkeley National Laboratory, which is managed and operated by the university. It also has the Graduate Theological Union, one of the largest religious studies institutions in the world. Berkeley is considered one of the most socially progressive cities in the United States. History Indigenous history The site of today's City of Berkeley was the territo ...
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Michael Wellman
Michael Paul Wellman (born March 27, 1961) is the Richard H. Orenstein Division Chair of Computer Science and Engineering and Lynn A. Conway Collegiate Professor of Computer Science and Engineering at the University of Michigan, Ann Arbor. Wellman received a PhD from the Massachusetts Institute of Technology in 1988 for his work in qualitative probabilistic reasoning and decision-theoretic planning. From 1988 to 1992, Wellman conducted research in these areas at the USAF's Wright Laboratory. For the past 25 years, his research has focused on computational market mechanisms and game-theoretic reasoning methods, with applications in electronic commerce, finance, and cyber-security. As Chief Market Technologist for TradingDynamics, Inc. (now part of Ariba), he designed configurable auction technology for dynamic business-to-business commerce. Wellman previously served as Chair of the ACM Special Interest Group on Electronic Commerce (SIGecom), and as Executive Editor of the Journ ...
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Artificial Intelligence Associations
Artificiality (the state of being artificial or manmade) is the state of being the product of intentional human manufacture, rather than occurring naturally through processes not involving or requiring human activity. Connotations Artificiality often carries with it the implication of being false, counterfeit, or deceptive. The philosopher Aristotle wrote in his '' Rhetoric'': However, artificiality does not necessarily have a negative connotation, as it may also reflect the ability of humans to replicate forms or functions arising in nature, as with an artificial heart or artificial intelligence. Political scientist and artificial intelligence expert Herbert A. Simon observes that "some artificial things are imitations of things in nature, and the imitation may use either the same basic materials as those in the natural object or quite different materials.Herbert A. Simon, ''The Sciences of the Artificial'' (1996), p. 4. Simon distinguishes between the artificial and the synt ...
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Machine Intelligence Research Institute
The Machine Intelligence Research Institute (MIRI), formerly the Singularity Institute for Artificial Intelligence (SIAI), is a non-profit research institute focused since 2005 on identifying and managing potential existential risks from artificial general intelligence. MIRI's work has focused on a friendly AI approach to system design and on predicting the rate of technology development. History In 2000, Eliezer Yudkowsky founded the Singularity Institute for Artificial Intelligence with funding from Brian and Sabine Atkins, with the purpose of accelerating the development of artificial intelligence (AI). However, Yudkowsky began to be concerned that AI systems developed in the future could become superintelligent and pose risks to humanity, and in 2005 the institute moved to Silicon Valley and began to focus on ways to identify and manage those risks, which were at the time largely ignored by scientists in the field. Starting in 2006, the Institute organized the Singularity ...
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Human Compatible
''Human Compatible: Artificial Intelligence and the Problem of Control'' is a 2019 non-fiction book by computer scientist Stuart J. Russell. It asserts that risk to humanity from advanced artificial intelligence (AI) is a serious concern despite the uncertainty surrounding future progress in AI. It also proposes an approach to the AI control problem. Summary Russell begins by asserting that the standard model of AI research, in which the primary definition of success is getting better and better at achieving rigid human-specified goals, is dangerously misguided. Such goals may not actually reflect what human designers intend, such as by failing to take into account any human values not included in the goals. If an AI developed according to the standard model were to become superintelligent, it would likely not fully reflect human values and could be catastrophic to humanity. Russell asserts that precisely because the timeline for developing human-level or superintelligent AI ...
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Future Of Humanity Institute
The Future of Humanity Institute (FHI) is an interdisciplinary research centre at the University of Oxford investigating big-picture questions about humanity and its prospects. It was founded in 2005 as part of the Faculty of Philosophy and the Oxford Martin School. Its director is philosopher Nick Bostrom, and its research staff and associates include futurist Anders Sandberg, engineer K. Eric Drexler, economist Robin Hanson, and Giving What We Can founder Toby Ord. Sharing an office and working closely with the Centre for Effective Altruism, the institute's stated objective is to focus research where it can make the greatest positive difference for humanity in the long term. It engages in a mix of academic and outreach activities, seeking to promote informed discussion and public engagement in government, businesses, universities, and other organizations. The centre's largest research funders include Amlin, Elon Musk, the European Research Council, Future of Life Institu ...
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Existential Risk From Artificial General Intelligence
Existential risk from artificial general intelligence is the hypothesis that substantial progress in artificial general intelligence (AGI) could result in human extinction or some other unrecoverable global catastrophe. It is argued that the human species currently dominates other species because the human brain has some distinctive capabilities that other animals lack. If AI surpasses humanity in general intelligence and becomes " superintelligent", then it could become difficult or impossible for humans to control. Just as the fate of the mountain gorilla depends on human goodwill, so might the fate of humanity depend on the actions of a future machine superintelligence. The chance of this type of scenario is widely debated, and hinges in part on differing scenarios for future progress in computer science. Once the exclusive domain of science fiction, concerns about superintelligence started to become mainstream in the 2010s, and were popularized by public figures such as Step ...
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Future Of Life Institute
The Future of Life Institute (FLI) is a nonprofit organization that works to reduce global catastrophic and existential risks facing humanity, particularly existential risk from advanced artificial intelligence (AI). The Institute's work is made up of three main strands: grantmaking for risk reduction, educational outreach, and advocacy within the United Nations, US government and European Union institutions. Its founders include MIT cosmologist Max Tegmark and Skype co-founder Jaan Tallinn, and its advisors include entrepreneur Elon Musk. Mission FLI's mission is reduce global catastrophic and existential risk from powerful technologies. FLI is particularly focused on the potential risks to humanity from the development of human-level or superintelligent artificial general intelligence (AGI), but also works on risks from biotechnology, nuclear weapons and climate change. The Institute's work is made up grantmaking for risk reduction, educational outreach, and advocacy withi ...
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Reinforcement Learning
Reinforcement learning (RL) is an area of machine learning concerned with how intelligent agents ought to take actions in an environment in order to maximize the notion of cumulative reward. Reinforcement learning is one of three basic machine learning paradigms, alongside supervised learning and unsupervised learning. Reinforcement learning differs from supervised learning in not needing labelled input/output pairs to be presented, and in not needing sub-optimal actions to be explicitly corrected. Instead the focus is on finding a balance between exploration (of uncharted territory) and exploitation (of current knowledge). The environment is typically stated in the form of a Markov decision process (MDP), because many reinforcement learning algorithms for this context use dynamic programming techniques. The main difference between the classical dynamic programming methods and reinforcement learning algorithms is that the latter do not assume knowledge of an exact mathematica ...
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Open Philanthropy Project
Open Philanthropy is a research and grantmaking foundation that makes grants based on the doctrine of effective altruism. It was founded as a partnership between GiveWell and Good Ventures. Its current co-chief executive officers are Holden Karnofsky and Alexander Berger, and its main funders are Cari Tuna and Dustin Moskovitz. Dustin says that their wealth, worth $11 billion, is "pooled up around us right now, but it belongs to the world. We intend not to have much when we die." History Dustin Moskovitz made an $11 billion fortune through co-founding Facebook, and later Asana. He and his wife Cari Tuna were inspired by Peter Singer's ''The Life You Can Save'', and became the youngest couple to sign Bill Gates and Warren Buffett’s Giving Pledge, promising to give away most of their money. Tuna quit her journalist job at ''The Wall Street Journal'' to do philanthropy full-time, and the couple started the Good Ventures foundation in 2011. Good Ventures partnered with GiveWel ...
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Pieter Abbeel
Pieter Abbeel is a professor of electrical engineering and computer sciences, Director of the Berkeley Robot Learning Lab, and co-director of the Berkeley AI Research (BAIR) Lab at the University of California, Berkeley. He is also the co-founder of covariant.ai, a venture-funded start-up that aims to teach robots new, complex skills, and co-founder of Gradescope, an online grading system that has been implemented in over 500 universities nationwide. He is best known for his cutting-edge research in robotics and machine learning, particularly in deep reinforcement learning. In 2021, he joined AIX Ventures as an Investment Partner. AIX Ventures is a venture capital fund that invests in artificial intelligence startups. Early life and education Abbeel was born in Antwerp, Belgium in 1977. He grew up in nearby suburb Brasschaat. As a high school student at Sint-Michielscollege (Brasschaat), Abbeel played on the club basketball team. He went on to play on the basketball team of ...
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Stuart J
Stuart may refer to: Names *Stuart (name), a given name and surname (and list of people with the name) Automobile *Stuart (automobile) Places Australia Generally *Stuart Highway, connecting South Australia and the Northern Territory Northern Territory *Stuart, the former name for Alice Springs (changed 1933) * Stuart Park, an inner city suburb of Darwin * Central Mount Stuart, a mountain peak Queensland *Stuart, Queensland, a suburb of Townsville *Mount Stuart, Queensland, a suburb of Townsville *Mount Stuart (Queensland), a mountain South Australia *Stuart, South Australia, a locality in the Mid Murray Council *Electoral district of Stuart, a state electoral district *Hundred of Stuart, a cadastral unit Canada * Stuart Channel, a strait in the Gulf of Georgia region of British Columbia United Kingdom *Castle Stuart United States * Stuart, Florida *Stuart, Iowa *Stuart, Nebraska *Stuart, Oklahoma *Stuart, Virginia *Stuart Township, Holt County, Nebraska * ...
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