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  Building foundation models of human cognition

Binz, M. (2023). Building foundation models of human cognition. Talk presented at Practice Job Talk. Tübingen, Germany. 2023-11-17.

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アイテムのパーマリンク: https://hdl.handle.net/21.11116/0000-000D-EA3E-7 版のパーマリンク: https://hdl.handle.net/21.11116/0000-000D-EA3F-6
資料種別: 講演

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 作成者:
Binz, M1, 著者                 
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1Research Group Computational Principles of Intelligence, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_3189356              

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 要旨: Most cognitive models are domain-specific, meaning that their scope is restricted to a single type of problem. The human mind, on the other hand, does not work like this -- it is a unified system whose processes are deeply intertwined. My research closes this gap by taking a domain-general perspective on human cognition. In the first part of this talk, I will outline how the framework of meta-learning can be used to construct cognitive models across various domains. In the second part, I will summarize my recent work on the intersection between large language models and cognitive science. In the third and final part, I will present a blueprint for how ideas from meta-learning and large language models can be combined to create foundation models of human cognition -- models that cannot only simulate, predict, and explain human behavior in a single domain but that offer a unified take on our mind.

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 日付: 2023-11
 出版の状態: オンラインで出版済み
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イベント名: Practice Job Talk
開催地: Tübingen, Germany
開始日・終了日: 2023-11-17
招待講演: 招待

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