111 citations · 325 across the 16 of their papers we have counts for
3 papers · 1 filter
Modeling Strong and Human-Like Gameplay with KL-Regularized Search
Athul Paul Jacob, David J. Wu, Gabriele Farina +5
We consider the task of building strong but human-like policies in multi-agent decision-making problems, given examples of human behavior. Imitation learning is effective at predic…
No-Press Diplomacy from Scratch
Anton Bakhtin, David Wu, Adam Lerer +1
Prior AI successes in complex games have largely focused on settings with at most hundreds of actions at each decision point. In contrast, Diplomacy is a game with more than 10^20…
Physical Reasoning Using Dynamics-Aware Models
Eltayeb Ahmed, Anton Bakhtin, Laurens van der Maaten +1
A common approach to solving physical reasoning tasks is to train a value learner on example tasks. A limitation of such an approach is that it requires learning about object dynam…