DriverGym: Democratising Reinforcement Learning for Autonomous Driving

12 November 2021

Alexandre Alahi

Papers citing "DriverGym: Democratising Reinforcement Learning for Autonomous Driving"

22 / 22 papers shown

Title
Adversarial and Reactive Traffic Entities for Behavior-Realistic Driving Simulation: A Review Joshua Ransiek Philipp Reis Tobias Schürmann Eric Sax 75 0 0 21 Sep 2024
GPUDrive: Data-driven, multi-agent driving simulation at 1 million FPS Saman Kazemkhani Aarav Pandya Daphne Cornelisse Brennan Shacklett Eugene Vinitsky 53 9 0 02 Aug 2024
MetaUrban: A Simulation Platform for Embodied AI in Urban Spaces Wayne Wu Honglin He Yiran Wang Chenda Duan Jack He Zhizheng Liu Quanyi Li Bolei Zhou 61 1 0 11 Jul 2024
LCSim: A Large-Scale Controllable Traffic Simulator Yuheng Zhang Tianjian Ouyang Fudan Yu Cong Ma Lei Qiao Jingtao Ding Jian Yuan Yong Li 59 2 0 28 Jun 2024
BehaviorGPT: Smart Agent Simulation for Autonomous Driving with Next-Patch Prediction Zikang Zhou Haibo Hu Xinhong Chen Jianping Wang Nan Guan Kui Wu Yung-Hui Li Yu-Kai Huang Chun Jason Xue AI4CE 51 18 0 27 May 2024
Choose Your Simulator Wisely: A Review on Open-source Simulators for Autonomous Driving Yueyuan Li Wei Yuan Songan Zhang Weihao Yan Qiyuan Shen Chunxiang Wang Ming Yang 45 32 0 18 Nov 2023
Data-driven Traffic Simulation: A Comprehensive Review Di Chen Meixin Zhu Heng Yang Xuesong Wang Yinhai Wang 37 26 0 24 Oct 2023
Waymax: An Accelerated, Data-Driven Simulator for Large-Scale Autonomous Driving Research Cole Gulino Justin Fu Wenjie Luo George Tucker Eli Bronstein ... Brandyn White Aleksandra Faust R. McAllister Drago Anguelov Benjamin Sapp 46 94 0 12 Oct 2023
FusionPlanner: A Multi-task Motion Planner for Mining Trucks via Multi-sensor Fusion Siyu Teng Luxi Li Yuchen Li Xuemin Hu Lingxi Li Yunfeng Ai Long Chen 47 31 0 14 Aug 2023
ScenarioNet: Open-Source Platform for Large-Scale Traffic Scenario Simulation and Modeling Quanyi Li Zhenghao Peng Lan Feng Zhizheng Liu Chenda Duan Wen-An Mo Bolei Zhou 38 44 0 21 Jun 2023
The Waymo Open Sim Agents Challenge Nico Montali John Lambert Paul Mougin Alex Kuefler Nick Rhinehart ... Tristan Emrich Zoey Yang Shimon Whiteson Brandyn White Drago Anguelov LLMAG 48 46 0 19 May 2023
The OpenCDA Open-source Ecosystem for Cooperative Driving Automation Research Runsheng Xu Hao Xiang Xu Han Xin Xia Zonglin Meng Chia-Ju Chen Jiaqi Ma 41 66 0 18 Jan 2023
Imitation Is Not Enough: Robustifying Imitation with Reinforcement Learning for Challenging Driving Scenarios Yiren Lu Justin Fu George Tucker Xinlei Pan Eli Bronstein ... Brandyn White Aleksandra Faust Shimon Whiteson Drago Anguelov Sergey Levine OffRL 36 93 0 21 Dec 2022
RITA: Boost Driving Simulators with Realistic Interactive Traffic Flow Zhengbang Zhu Shenyu Zhang Yuzheng Zhuang Yuecheng Liu Minghuan Liu ... Bin Wang Siqi Cheng Xinyu Wang Jianye Hao Yong Yu 21 8 0 07 Nov 2022
TrafficGen: Learning to Generate Diverse and Realistic Traffic Scenarios Lan Feng Quanyi Li Zhenghao Peng Shuhan Tan Bolei Zhou 38 82 0 12 Oct 2022
Query The Agent: Improving sample efficiency through epistemic uncertainty estimation Julian Alverio Boris Katz Andrei Barbu 48 0 0 05 Oct 2022
Nocturne: a scalable driving benchmark for bringing multi-agent learning one step closer to the real world Eugene Vinitsky Nathan Lichtlé Xiaomeng Yang Brandon Amos Jakob N. Foerster OffRL 63 52 0 20 Jun 2022
ApolloRL: a Reinforcement Learning Platform for Autonomous Driving Fei Gao Peng Geng Jiaqi Guo YuanQiang Liu Dingfeng Guo Yabo Su Jie Zhou Xiao Wei Jin Li Xu Liu 16 9 0 29 Jan 2022
Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation Vincent Mai Kaustubh Mani Liam Paull 49 35 0 05 Jan 2022
MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning Quanyi Li Zhenghao Peng Lan Feng Qihang Zhang Zhenghai Xue Bolei Zhou 48 233 0 26 Sep 2021
SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving Ming Zhou Jun Luo Julian Villela Yaodong Yang David Rusu ... H. Ammar Hongbo Zhang Wulong Liu Jianye Hao Jun Wang 145 193 0 19 Oct 2020
Deep Reinforcement Learning for Autonomous Driving: A Survey B. R. Kiran Ibrahim Sobh V. Talpaert Patrick Mannion A. A. Sallab S. Yogamani P. Pérez 175 1,645 0 02 Feb 2020