16.2k citations · 16.4k across the 18 of their papers we have counts for
4 papers · 1 filter
Deep Counterfactual Regret Minimization
Noam Brown, Adam Lerer, Sam Gross +1
Counterfactual Regret Minimization (CFR) is the leading framework for solving large imperfect-information games. It converges to an equilibrium by iteratively traversing the game t…
Learning Existing Social Conventions via Observationally Augmented Self-Play
Adam Lerer, Alexander Peysakhovich
In order for artificial agents to coordinate effectively with people, they must act consistently with existing conventions (e.g. how to navigate in traffic, which language to speak…
IntPhys: A Framework and Benchmark for Visual Intuitive Physics Reasoning
Ronan Riochet, Mario Ynocente Castro, Mathieu Bernard +4
In order to reach human performance on complexvisual tasks, artificial systems need to incorporate a sig-nificant amount of understanding of the world in termsof macroscopic object…
Composable Planning with Attributes
Amy Zhang, Adam Lerer, Sainbayar Sukhbaatar +2
The tasks that an agent will need to solve often are not known during training. However, if the agent knows which properties of the environment are important then, after learning h…