← Search

Jean Harb

2 accepted papers

2023

Waymax: An Accelerated, Data-Driven Simulator for Large-Scale Autonomous Driving Research

NeurIPS 2023poster

Simulation is an essential tool to develop and benchmark autonomous vehicle planning software in a safe and cost-effective manner. However, realistic simulation requires accurate modeling of multi-agent interactive behaviors to be trustworthy, behaviors which can be highly nuanced and complex. To ad…

Cited by 116SourcePDFScholar
2017

Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments

NeurIPS 2017poster

We explore deep reinforcement learning methods for multi-agent domains. We begin by analyzing the difficulty of traditional algorithms in the multi-agent case: Q-learning is challenged by an inherent non-stationarity of the environment, while policy gradient suffers from a variance that increases as…