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Outline
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Classroom Contents
Natasha Jaques - Social Reinforcement Learning - IPAM at UCLA
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- 1 What abilities does an Al assistant need?
- 2 Social learning -Learning from other intelligent agents in your environment
- 3 Generalization and transfer in RL
- 4 Adversarial environment generation
- 5 Is there a more elegant way to ensure the adversary does not create impossible environments?
- 6 PAIRED (Protagonist Antagonist Induced Regret Environment Design) • Constrain the adversary using the performance of a second agent in the same environment
- 7 Environment Generation for Web Navigation
- 8 Web navigation - task success
- 9 Conclusions
- 10 Outline
- 11 Social Learning with Multi-Agent RL
- 12 Agents are able to use social learning
