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Research Summary
Tenenbaum’s research currently focuses on two areas: describing the structure, content, and development of people’s commonsense theories, especially intuitive physics and intuitive psychology, and understanding how people are able to learn and generalize new concepts, models, theories and tasks from very few examples -- often called "one-shot learning.” Through a combination of mathematical modeling, computer simulation and behavioral experiments, his team works to uncover the logic behind our everyday inductive leaps: constructing perceptual representations, separating “style” and “content” in perception, learning concepts and words, judging similarity or representativeness, inferring causal connections, noticing coincidences, and predicting the future.
Tenenbaum’s research currently focuses on two areas: describing the structure, content, and development of people’s commonsense theories, especially intuitive physics and intuitive psychology, and understanding how people are able to learn and generalize new concepts, models, theories and tasks from very few examples -- often called "one-shot learning.” Through a combination of mathematical modeling, computer simulation and behavioral experiments, his team works to uncover the logic behind our everyday inductive leaps: constructing perceptual representations, separating “style” and “content” in perception, learning concepts and words, judging similarity or representativeness, inferring causal connections, noticing coincidences, and predicting the future.
研究兴趣
论文共 678 篇科研项目共 3 篇作者统计合作学者相似作者
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Lance Ying,Katherine M. Collins, Megan Wei, Cedegao E. Zhang,Tan Zhi-Xuan,Adrian Weller,Joshua B. Tenenbaum, Lionel Wong
CoRR (2023)
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Ryan Burnell, Wout Schellaert,John Burden,Tomer D. Ullman,Fernando Martinez-Plumed,Joshua B. Tenenbaum,Danaja Rutar,Lucy G. Cheke,Jascha Sohl-Dickstein,Melanie Mitchell, Douwe Kiela,Murray Shanahan,
Scienceno. 6641 (2023): 136-138
arxiv(2023)
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Ayush Tewari, Tianwei Yin, George Cazenavette, Semon Rezchikov,Joshua B. Tenenbaum,Frédo Durand,William T. Freeman,Vincent Sitzmann
CoRR (2023)
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Ravi Tejwani,Yen-Ling Kuo,Tianmin Shu, Bennett Stankovits,Dan Gutfreund,Joshua B. Tenenbaum,Boris Katz,Andrei Barbu
AAAIpp.94-101, (2023)
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SIGGRAPH (Conference Paper Track)pp.7:1-7:12, (2023)
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