| A Survey on Explainable Reinforcement Learning: Concepts, Algorithms, Challenges Y Qing, S Liu, J Song, H Wang, M Song arXiv preprint arXiv:2211.06665, 2022 | 37 | 2022 |
| Distribution Knowledge Embedding for Graph Pooling K Chen, J Song, S Liu, N Yu, Z Feng, G Han, M Song IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022 | 24 | 2022 |
| Is Centralized Training with Decentralized Execution Framework Centralized Enough for MARL? Y Zhou, S Liu, Y Qing, K Chen, T Zheng, Y Huang, J Song, M Song arXiv preprint arXiv:2305.17352, 2023 | 21 | 2023 |
| Imbalanced Sample Generation and Evaluation for Power System Transient Stability Using CTGAN G Han, S Liu, K Chen, N Yu, Z Feng, M Song International Conference on Intelligent Computing & Optimization, 2021 | 17 | 2021 |
| Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition S Liu, Y Zhou, J Song, T Zheng, K Chen, T Zhu, Z Feng, M Song AAAI Conference on Artificial Intelligence (AAAI), Oral, 2023 | 14 | 2023 |
| Improving Expressivity of GNNs with Subgraph-specific Factor Embedded Normalization K Chen, S Liu, T Zhu, T Zheng, H Zhang, Z Feng, J Ye, M Song ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023 | 14 | 2023 |
| COLA: Cross-city Mobility Transformer for Human Trajectory Simulation Y Wang, T Zheng, Y Liang, S Liu, M Song International World Wide Web Conference (WWW), 2024 | 12 | 2024 |
| The Recognition of Driving Action Based on EEG Signals Using Wavelet-CSP Algorithm J Lin, S Liu, G Huang, Z Zhang, K Huang IEEE International Conference on Digital Signal Processing, 2018 | 12 | 2018 |
| Transmission interface power flow adjustment: A deep reinforcement learning approach based on multi-task attribution map S Liu, W Luo, Y Zhou, K Chen, Q Zhang, H Xu, Q Guo, M Song IEEE Transactions on Power Systems (TPS), 2023 | 11 | 2023 |
| Progressive decision-making framework for power system topology control S Liu, Y Zhou, M Song, G Bu, J Guo, C Chen Expert Systems with Applications (ESWA), 2023 | 9 | 2023 |
| Interaction Pattern Disentangling for Multi-Agent Reinforcement Learning S Liu, J Song, Y Zhou, N Yu, K Chen, Z Feng, M Song IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 | 8 | 2024 |
| Simple Graph Condensation Z Xiao, Y Wang, S Liu, H Wang, M Song, T Zheng European Conference on Machine Learning and Principles and Practice of …, 2024 | 7 | 2024 |
| Lookaround Optimizer: steps around, 1 step average J Zhang, S Liu, J Song, T Zhu, Z Xu, M Song Advances in Neural Information Processing Systems (NeurIPS), 2023 | 7 | 2023 |
| Disentangled condensation for large-scale graphs Z Xiao, S Liu, Y Wang, T Zheng, M Song International World Wide Web Conference (WWW), 2025 | 5 | 2025 |
| Spatiotemporal-Augmented Graph Neural Networks for Human Mobility Simulation Y Wang, T Zheng, S Liu, K Chen, Z Feng, Y Hao, M Song IEEE Transactions on Knowledge and Data Engineering (TKDE), 2024 | 5 | 2024 |
| Adversarial Erasing with Pruned Elements: Towards Better Graph Lottery Ticket Y Wang, S Liu, K Chen, T Zhu, J Qiao, M Shi, Y Wan, M Song European Conference on Artificial Intelligence (ECAI), 2023 | 5 | 2023 |
| Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System K Chen, S Liu, N Yu, R Yan, Q Zhang, J Song, Z Feng, M Song International Joint Conference on Neural Networks (IJCNN), 2022 | 5 | 2022 |
| Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search H Yao, J Huang, W Wu, J Zhang, Y Wang, S Liu, Y Wang, Y Song, H Feng, ... arXiv preprint arXiv:2412.18319, 2024 | 4 | 2024 |
| Unveiling Global Interactive Patterns across Graphs: Towards Interpretable Graph Neural Networks Y Wang, S Liu, T Zheng, K Chen, M Song ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2024 | 4 | 2024 |
| Odyssey: Empowering Minecraft Agents with Open-World Skills S Liu, Y Li, K Zhang, Z Cui, W Fang, Y Zheng, T Zheng, M Song arXiv preprint arXiv:2407.15325, 2024 | 3* | 2024 |
Song, MingliFull Professor of Computer Science, Zhejiang Universityایمیل تأیید شده در zju.edu.cn