Publications

2025

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• Hierarchical decision making based on structural information principles
  X Zeng, H Peng, D Su, A Li
  Journal of Machine Learning Research 26 (182), 1-55
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• Emergence of cooperation in multi-agent reinforcement learning via coalition labeling and structural entropy
  D Su, H Peng, G Zeng, P Li, A Li, Y Pan
  Proceedings of the 2025 SIAM International Conference on Data Mining (SDM)
  [PDF] [Google Scholar]

• SeSE: A Structural Information-Guided Uncertainty Quantification Framework for Hallucination Detection in LLMs
  X Zhao, H Peng, D Su, X Zeng, C Liu, J Liao, PS Yu
  arXiv preprint arXiv:2511.16275
  [PDF] [Google Scholar]

• A survey of structural entropy: theory, methods, and applications
  D Su, H Peng, Y Pan, A Li
  Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25)
  [PDF] [Google Scholar]

2024

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• Effective reinforcement learning based on structural information principles
  X Zeng, H Peng, D Su, A Li
  arXiv e-prints, arXiv:2404.09760
  [PDF] [Google Scholar]