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Horizon Robotics(地平线机器人)

2026-06-29 至 2026-06-29 共收录 1
2507.04049 2026-06-29 cs.CV cs.RO 版本更新

DIVER: Reinforced Diffusion Breaks Imitation Bottlenecks in End-to-End Autonomous Driving

DIVER:强化扩散突破端到端自动驾驶的模仿瓶颈

Ziying Song, Lin Liu, Hongyu Pan, Bencheng Liao, Mingzhe Guo, Lei Yang, Yongchang Zhang, Shaoqing Xu, Caiyan Jia, Yadan Luo

机构 * School of Artificial Intelligence (School of Software), Yanshan University(燕山大学人工智能学院(软件学院)) Beijing Key Laboratory of Traffic Data Mining and Embodied Intelligence, School of Computer Science and Technology, Beijing Jiaotong University(北京交通大数据挖掘与具身智能关键实验室,北京交通大学计算机科学与技术学院) Horizon Robotics(地平线机器人) School of Mechanical and Aerospace Engineering, Nanyang Technological University(南洋理工大学机械与航空航天工程学院) University of Macau(澳门大学) School of Electrical Engineering and Computer Science, The University of Queensland(昆士兰大学电子工程与计算机科学学院)

AI总结 DIVER通过融合强化学习与扩散生成,生成多样化可行轨迹,提升自动驾驶的泛化能力,解决模仿学习中的模式崩溃问题。

Comments 17 pages, 10 figures

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