基本信息
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Career Trajectory
Bio
I am interested in cognitive flexibility and generalization, and how these abilities are enabled by factors like language, memory, and embodiment. I am also interested in when and how intelligence fails. I consider these issues from both the perspective of human cognition and artificial intelligence.
My work often draws inspiration from cognitive science to build better AI; for example improving RL agent memory using the idea of mental time-travel, using task relationships to adapt to novel tasks on the first try, and learning from explanations. I also use methods and paradigms from cognitive science to study the behavior of AI systems; for example exploring whether large language models can learn from explanations in context, are affected by content on logical reasoning tasks, and can process center embedded syntactic structures. Finally, I consider broader issues such as how we should think about symbols in AI and how publishing fast and slow could improve the generalizability of research.
My work often draws inspiration from cognitive science to build better AI; for example improving RL agent memory using the idea of mental time-travel, using task relationships to adapt to novel tasks on the first try, and learning from explanations. I also use methods and paradigms from cognitive science to study the behavior of AI systems; for example exploring whether large language models can learn from explanations in context, are affected by content on logical reasoning tasks, and can process center embedded syntactic structures. Finally, I consider broader issues such as how we should think about symbols in AI and how publishing fast and slow could improve the generalizability of research.
Research Interests
Papers共 50 篇Author StatisticsCo-AuthorSimilar Experts
By YearBy Citation主题筛选期刊级别筛选合作者筛选合作机构筛选
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引用量
主题
期刊级别
合作者
合作机构
Computer Vision and Pattern Recognitionpp.23115-23127, (2024)
Lukas Muttenthaler,Klaus Greff, Frieda Born, Bernhard Spitzer,Simon Kornblith,Michael C. Mozer,Klaus-Robert Müller,Thomas Unterthiner,Andrew K. Lampinen
CoRR (2024)
Cited0Views0EIBibtex
0
0
NeurIPS 2024 (2024)
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PNAS Nexusno. 7 (2024)
Viktor Kewenig,Andrew Lampinen,Samuel A. Nastase, Christopher Edwards, Quitterie Lacome DEstalenx, Akilles Rechardt,Jeremy I Skipper,Gabriella Vigliocco
arxiv(2024)
Trans Mach Learn Res (2024)
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SIMA Team,Maria Abi Raad,Arun Ahuja, Catarina Barros,Frederic Besse,Andrew Bolt,Adrian Bolton, Bethanie Brownfield,Gavin Buttimore, Max Cant, Sarah Chakera,Stephanie C. Y. Chan,Jeff Clune,Adrian Collister, Vikki Copeman, Alex Cullum,Ishita Dasgupta,Dario de Cesare, Julia Di Trapani, Yani Donchev, Emma Dunleavy,Martin Engelcke,Ryan Faulkner, Frankie Garcia, Charles Gbadamosi,Zhitao Gong, Lucy Gonzales, Kshitij Gupta,Karol Gregor, Arne Olav Hallingstad,Tim Harley, Sam Haves,Felix Hill, Ed Hirst,Drew A. Hudson, Jony Hudson,Steph Hughes-Fitt,Danilo J. Rezende, Mimi Jasarevic, Laura Kampis,Rosemary Ke,Thomas Keck,Junkyung Kim, Oscar Knagg,Kavya Kopparapu, Rory Lawton,Andrew Lampinen,Shane Legg,Alexander Lerchner, Marjorie Limont, Yulan Liu,Maria Loks-Thompson, Joseph Marino, Kathryn Martin Cussons,Loic Matthey, Siobhan Mcloughlin,Piermaria Mendolicchio,Hamza Merzic, Anna Mitenkova, Alexandre Moufarek, Valeria Oliveira, Yanko Oliveira, Hannah Openshaw, Renke Pan,Aneesh Pappu,Alex Platonov, Ollie Purkiss,David Reichert, John Reid,Pierre Harvey Richemond, Tyson Roberts, Giles Ruscoe, Jaume Sanchez Elias, Tasha Sandars, Daniel P. Sawyer,Tim Scholtes, Guy Simmons, Daniel Slater,Hubert Soyer,Heiko Strathmann, Peter Stys,Allison C. Tam,Denis Teplyashin,Tayfun Terzi, Davide Vercelli,Bojan Vujatovic,Marcus Wainwright,Jane X. Wang, Zhengdong Wang,Daan Wierstra, Duncan Williams,Nathaniel Wong,Sarah York, Nick Young
CoRR (2024)
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Author Statistics
#Papers: 50
#Citation: 1083
H-Index: 18
G-Index: 27
Sociability: 6
Diversity: 2
Activity: 51
Co-Author
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D-Core
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