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Derek J. Phillips

2 accepted papers

2019

Simulating Emergent Properties of Human Driving Behavior Using Multi-Agent Reward Augmented Imitation Learning

ICRA 2019poster

Recent developments in multi-agent imitation learning have shown promising results for modeling the behavior of human drivers. However, it is challenging to capture emergent traffic behaviors that are observed in real-world datasets. Such behaviors arise due to the many local interactions between ag…

Cited by 72SourcecodeScholar
2018

Multi-Agent Imitation Learning for Driving Simulation

IROS 2018poster

Simulation is an appealing option for validating the safety of autonomous vehicles. Generative Adversarial Imitation Learning (GAIL) has recently been shown to learn representative human driver models. These human driver models were learned through training in single-agent environments, but they hav…

Cited by 143SourcecodeScholar