Deep Imitative Reinforcement Learning with Conflict-Free Gradient for Decision-making in Autonomous Vehicles

Zitong Shan, Jian Zhao, Wenhui Huang, Yang Zhao, Helin Ge, Shouren Zhong, Hongyu Hu, Chen Lv, Bing Zhu
Jilin University, China
Nanyang Technological University, Singapore
Hubei University of Automotive Technology, China
(Submitted to Transportation Research Part C: Emerging Technologies)

Preview

Source Code Link Link

Dataset Links (NGSIM and Argoverse2 for SMARTS) Link Link

Simulation

Real World Experiment

Previous Work: Uncertainty-aware Reinforcement Learning for Autonomous Driving with Multimodal Digital Driver Guidance (LfMG) Link