Publications
Selected Publications
(* indicates co-first authors)
EmbodiedSmith: Scaling Embodied Data through Recursive Self-Improvement Flywheel in Simulation Y. Qin, Y. Deng, M. Liang, W. Song, Z. Lin, Z. Jiang, J. Fu, Q. Sun, H. Lei, X. Gong, J. Chen, H. Zhao, S. Bai, P. Ding, P. Wang, H. Li Preprint, 2026[arXiv] | |
![]() | RoboMemArena: A Keyframe-Annotated Benchmark for Memory-Dependent Robotic Manipulation H. Lei*, W. Song*, H. Zhang, J. Pei, J. Chen, H. Yan, H. Zhao, P. Ding, Z. Zhang, L. Huang, D. Wang, Y. Wang, H. Li Preprint, 2026 |
![]() | Static-Dynamic Disentanglement for Efficient Multi-Frame Vision-Language-Action Models W. Qiu*, H. Lei*, T. Huang, A. Feng, R. Ying NeurIPS 2026, Poster |
| EnvTrap: Revealing the Environment-Only Attack Surface in Embodied AI via Consequence-Blind Action Execution Zehao Liu, H. Lei, Xi Lin, Haoang Li, Yuliang Chen, Huarui Zhang, Yifan Wang NeurIPS 2026, Poster |
![]() | HCSG: Human-Centric Semantic-Geometric Reasoning for Vision-Language Navigation H. Xu, T. Li, W. Chen, Y. Liu, J. Wu, H. Lei, Y. Lou, L. Wang, H. Wang, H. Li Preprint, 2026 |
High-Accuracy Early Recognition of Upper-Limb Motions for Exoskeleton-Assisted Mirror Rehabilitation H. Wang*, Y. Yao, H. Lei*, Y. Shi, S. Pei IEEE Robotics and Automation Letters (RA-L), 2025 | |
![]() | Rethinking the Practicality of Vision-Language-Action Model: A Comprehensive Benchmark and An Improved Baseline W. Song*, J. Chen*, X. Sun*, H. Lei, Y. Qin, W. Zhao, P. Ding, H. Zhao, T. Wang, P. Hou, Z. Zhong, H. Yan, D. Wang, J. Ma, H. Li IEEE International Conference on Robotics and Automation (ICRA), 2026[paper] |
| | MonoAttack: A Strong Attack Framework with Depth-Migration and Attribute-Tampering for Monocular 3D Object Detection X. Zhang*, H. Lei*, D. Liu, X. Qu, X. Fang, R. Guan, K. Jin International Joint Conference on Neural Networks (IJCNN), 2025[paper] |
| | Manipulating the Bounding Box: Multimodal Controlled Backdoor Attacks on 3D Visual Grounding Models X. Zhang*, H. Lei*, D. Liu, X. Qu, X. Fang, R. Guan, K. Jin International Joint Conference on Neural Networks (IJCNN), 2025[paper] |
| | Exploring Disentangled Appearance-Motion Contexts for Temporal Activity Localization H. Lei, X. Cai, D. Liu, X. Fang, X. Qu, J. Dong, J. Yu, K. Jin International Joint Conference on Neural Networks (IJCNN), 2025[paper] |




