@article{han2026ir,title={IR-SIM: A Lightweight Declarative Simulator for Navigation Learning and Benchmarking},author={Han, Ruihua and Wang, Shuai and Li, Chengyang and Gao, Rui and Wang, Xinyi and Liu, Zhe and Li, Guoliang and Lu, Yupu and Hao, Qi and Pan, Jia and Zhao, Hengshuang},journal={arXiv preprint arXiv:2606.08729},year={2026},}
NeurIPS 2026
SRL-MPC: Shape-Aware Reinforcement Learned Model Predictive Control
Ruihua Han, Rui Gao , Zhe Liu , Xinyi Wang , Chang Chen , Shuai Wang , Qi Hao , Jia Pan , and Hengshuang Zhao
In Advances in Neural Information Processing Systems (NeurIPS) , 2026
@inproceedings{han2026srlmpc,title={SRL-MPC: Shape-Aware Reinforcement Learned Model Predictive Control},author={Han, Ruihua and Gao, Rui and Liu, Zhe and Wang, Xinyi and Chen, Chang and Wang, Shuai and Hao, Qi and Pan, Jia and Zhao, Hengshuang},booktitle={Advances in Neural Information Processing Systems (NeurIPS)},year={2026},eprint={2608.21175},archiveprefix={arXiv},primaryclass={cs.RO},}
T-RO 2025
NeuPAN: Direct Point Robot Navigation with End-to-End Model-based Learning
Ruihua Han, Shuai Wang , Shuaijun Wang , Zeqing Zhang , Jianjun Chen , Shijie Lin , Chengyang Li , Chengzhong Xu , Yonina C Eldar , Qi Hao , and Jia Pan
IEEE Transactions on Robotics (Popular Paper), 2025
@article{han2024neupan,title={NeuPAN: Direct Point Robot Navigation with End-to-End Model-based Learning},author={Han, Ruihua and Wang, Shuai and Wang, Shuaijun and Zhang, Zeqing and Chen, Jianjun and Lin, Shijie and Li, Chengyang and Xu, Chengzhong and Eldar, Yonina C and Hao, Qi and Pan, Jia},journal={IEEE Transactions on Robotics (Popular Paper)},volume={41},pages={2804--2824},year={2025},doi={10.1109/TRO.2025.3554252},}
T-MECH 2024
Edge Accelerated Robot Navigation With Collaborative Motion Planning
Guoliang Li* , Ruihua Han*, Shuai Wang , Fei Gao , Yonina C Eldar , and Chengzhong Xu
@article{li2024edge,title={Edge Accelerated Robot Navigation With Collaborative Motion Planning},author={Li*, Guoliang and Han*, Ruihua and Wang, Shuai and Gao, Fei and Eldar, Yonina C and Xu, Chengzhong},journal={IEEE/ASME Transactions on Mechatronics},volume={30},number={2},pages={1166--1178},year={2024},doi={10.1109/TMECH.2024.3419436},publisher={IEEE},}
RA-L 2023
Rda: An accelerated collision free motion planner for autonomous navigation in cluttered environments
Ruihua Han, Shuai Wang , Shuaijun Wang , Zeqing Zhang , Qianru Zhang , Yonina C Eldar , Qi Hao , and Jia Pan
@article{han2023rda,title={Rda: An accelerated collision free motion planner for autonomous navigation in cluttered environments},author={Han, Ruihua and Wang, Shuai and Wang, Shuaijun and Zhang, Zeqing and Zhang, Qianru and Eldar, Yonina C and Hao, Qi and Pan, Jia},journal={IEEE Robotics and Automation Letters (RA-L)},volume={8},number={3},pages={1715--1722},year={2023},publisher={IEEE},}
@article{han2022reinforcement,title={Reinforcement learned distributed multi-robot navigation with reciprocal velocity obstacle shaped rewards},author={Han, Ruihua and Chen, Shengduo and Wang, Shuaijun and Zhang, Zeqing and Gao, Rui and Hao, Qi and Pan, Jia},journal={IEEE Robotics and Automation Letters},volume={7},number={3},pages={5896--5903},year={2022},publisher={IEEE},}
IROS 2020
A distributed range-only collision avoidance approach for low-cost large-scale multi-robot systems
Ruihua Han, Shengduo Chen , and Qi Hao
In 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) , 2020
@inproceedings{han2020distributed,title={A distributed range-only collision avoidance approach for low-cost large-scale multi-robot systems},author={Han, Ruihua and Chen, Shengduo and Hao, Qi},booktitle={2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},pages={8020--8026},year={2020},organization={IEEE},}
ICRA 2020
Cooperative multi-robot navigation in dynamic environment with deep reinforcement learning
Ruihua Han, Shengduo Chen , and Qi Hao
In 2020 IEEE International Conference on Robotics and Automation (ICRA) , 2020
@inproceedings{han2020cooperative,title={Cooperative multi-robot navigation in dynamic environment with deep reinforcement learning},author={Han, Ruihua and Chen, Shengduo and Hao, Qi},booktitle={2020 IEEE International Conference on Robotics and Automation (ICRA)},pages={448--454},year={2020},organization={IEEE},}