@article{zhang2026learning,
title={Learning Quadruped Walking from Seconds of Demonstration},
author={Zhang, Ruipeng and Yu, Hongzhan and Chang, Ya-Chien and Li, Chenghao and Christensen, Henrik I and Gao, Sicun},
journal={arXiv preprint arXiv:2603.06961},
year={2026}
}}
ICML 2025When Maximum Entropy Misleads Policy Optimization
@article{mao2025sequence,
title={Sequence Modeling for Time-Optimal Quadrotor Trajectory Optimization with Sampling-based Robustness Analysis},
author={Mao, Katherine and Yu, Hongzhan and Zhang, Ruipeng and Spasojevic, Igor and Hsieh, M Ani and Gao, Sicun and Kumar, Vijay},
journal={arXiv preprint arXiv:2506.13915},
year={2025}
}
NeurIPS 2022Learning-based motion planning in dynamic environments using GNNs and temporal encoding
@article{zhang2022learning,
title={Learning-based motion planning in dynamic environments using gnns and temporal encoding},
author={Zhang, Ruipeng and Yu, Chenning and Chen, Jingkai and Fan, Chuchu and Gao, Sicun},
journal={Advances in Neural Information Processing Systems},
volume={35},
pages={30003--30015},
year={2022}
}