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Causal Inference & Reinforcement Learning with Andrew Lampinen Ep 13 | CausalBanditsPodcast.com
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Alex Molak에서 제공하는 콘텐츠입니다. 에피소드, 그래픽, 팟캐스트 설명을 포함한 모든 팟캐스트 콘텐츠는 Alex Molak 또는 해당 팟캐스트 플랫폼 파트너가 직접 업로드하고 제공합니다. 누군가가 귀하의 허락 없이 귀하의 저작물을 사용하고 있다고 생각되는 경우 여기에 설명된 절차를 따르실 수 있습니다 https://ko.player.fm/legal.
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Video version of this episode is available here
Causal Inference with LLMs and Reinforcement Learning Agents?
Do LLMs have a world model?
Can they reason causally?
What's the connection between LLMs, reinforcement learning, and causality?
Andrew Lampinen, PhD (Google DeepMind) shares the insights from his research on LLMs, reinforcement learning, causal inference and generalizable agents.
We also discuss the nature of intelligence, rationality and how they play with evolutionary fitness.
Join us in the journey!
Recorded on Dec 1, 2023 in London, UK.
About The Guest
Andrew Lampinen, PhD is a Senior Research Scientist at Google DeepMind. He holds a PhD in PhD in Cognitive Psychology from Stanford University. He's interested in cognitive flexibility and generalization, and how these abilities are enabled by factors like language, memory, and embodiment.
Connect with Andrew:
- Andrew on Twitter/X
- Andrew's web page
About The Host
Aleksander (Alex) Molak is an independent machine learning researcher, educator, entrepreneur and a best-selling author in the area of causality (https://amzn.to/3QhsRz4).
Connect with Alex:
- Alex on the Internet
Links
Papers
- Lampinen et al. (2023) - "Passive learning of active causal strategies in agents and language models" (https://arxiv.org/pdf/2305.16183.pdf)
- Dasgupta, Lampinen, et al. (2022) Language models show human-like content effects on reason
This podcast focuses on explaining the fascinating ways that science and engineering...
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