| A review of safe reinforcement learning: Methods, theories and applications S Gu, L Yang, Y Du, G Chen, F Walter, J Wang, A Knoll IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024 | 675 | 2024 |
| Safe multi-agent reinforcement learning for multi-robot control S Gu, JG Kuba, Y Chen, Y Du, L Yang, A Knoll, Y Yang Artificial Intelligence 319, 103905, 2023 | 248* | 2023 |
| Unmanned Surface Vehicle Path Planning from the Perspective of Multi-Modality Constraints: A Comprehensive Analysis C Zhou, S Gu, Y Wen, Z Du, C Xiao, L Huang, M Zhu Ocean Engineering 200, 107043, 2020 | 214* | 2020 |
| Settling the variance of multi-agent policy gradients JG Kuba, M Wen, L Meng, S Gu, H Zhang, DH Mguni, J Wang, Y Yang NeurIPS 2021, 2021 | 104 | 2021 |
| Multiobjective scheduling strategy with genetic algorithm and time-enhanced A* planning for autonomous parking robotics in high-density unmanned parking lots G Chen, J Hou, J Dong, Z Li, S Gu, B Zhang, J Yu, A Knoll IEEE/ASME Transactions on Mechatronics 26 (3), 1547-1557, 2020 | 68 | 2020 |
| Multi-agent reinforcement learning for autonomous driving: A survey R Zhang, J Hou, F Walter, S Gu, J Guan, F Röhrbein, Y Du, P Cai, G Chen, ... arXiv preprint arXiv:2408.09675, 2024 | 46 | 2024 |
| Constrained reinforcement learning for vehicle motion planning with topological reachability analysis S Gu, G Chen, L Zhang, J Hou, Y Hu, A Knoll Robotics 11 (4), 81, 2022 | 40 | 2022 |
| Mmlu-prox: A multilingual benchmark for advanced large language model evaluation W Xuan, R Yang, H Qi, Q Zeng, Y Xiao, A Feng, D Liu, Y Xing, J Wang, ... EMNLP 2025, 2025 | 33 | 2025 |
| Motion planning for an unmanned surface vehicle based on topological position maps C Zhou, S Gu, Y Wen, Z Du, C Xiao, L Huang, M Zhu Ocean Engineering 198, 106798, 2020 | 27 | 2020 |
| A Human-Centered Safe Robot Reinforcement Learning Framework with Interactive Behaviors S Gu, A Kshirsagar, Y Du, G Chen, J Peters, A Knoll Frontiers in neurorobotics 17, 2023 | 26 | 2023 |
| A motion planning method for unmanned surface vehicle in restricted waters S Gu, C Zhou, Y Wen, X Zhong, M Zhu, C Xiao, Z Du Proceedings of the Institution of Mechanical Engineers, Part M: Journal of …, 2020 | 26 | 2020 |
| Agentic web: Weaving the next web with ai agents Y Yang, M Ma, Y Huang, H Chai, C Gong, H Geng, Y Zhou, Y Wen, ... arXiv preprint arXiv:2507.21206, 2025 | 24 | 2025 |
| Balance reward and safety optimization for safe reinforcement learning: A perspective of gradient manipulation S Gu, B Sel, Y Ding, L Wang, Q Lin, M Jin, A Knoll Proceedings of the AAAI Conference on Artificial Intelligence 38 (19), 21099 …, 2024 | 24* | 2024 |
| KAM-Net: Keypoint-aware and keypoint-matching network for vehicle detection from 2-D point cloud T Zou, G Chen, Z Li, W He, S Qu, S Gu, A Knoll IEEE Transactions on Artificial Intelligence 3 (2), 207-217, 2021 | 22 | 2021 |
| Hybrid Residual Multiexpert Reinforcement Learning for Spatial Scheduling of High-Density Parking Lots J Hou, G Chen, Z Li, W He, S Gu, A Knoll, C Jiang IEEE transactions on cybernetics, 2023 | 18 | 2023 |
| Pole-based localization for autonomous vehicles in urban scenarios using local grid map-based method F Lu, G Chen, J Dong, X Yuan, S Gu, A Knoll 2020 5th international conference on advanced robotics and mechatronics …, 2020 | 16 | 2020 |
| Safe Multi-Agent Reinforcement Learning with Bilevel Optimization in Autonomous Driving Z Zheng, S Gu IEEE Transactions on Artificial Intelligence, 2024 | 15 | 2024 |
| Safe and Balanced: A Framework for Constrained Multi-Objective Reinforcement Learning S Gu, B Sel, Y Ding, L Wang, Q Lin, A Knoll, M Jin IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025 | 14* | 2025 |
| Robust gymnasium: A unified modular benchmark for robust reinforcement learning S Gu, L Shi, M Wen, M Jin, E Mazumdar, Y Chi, A Wierman, C Spanos The Thirteenth International Conference on Learning Representations, 2025 | 11 | 2025 |
| Motion planning for an unmanned surface vehicle with wind and current effects S Gu, C Zhou, Y Wen, C Xiao, A Knoll Journal of Marine Science and Engineering 10 (3), 420, 2022 | 11 | 2022 |
Alois KnollTechnische Universität MünchenVerified email at in.tum.de
