HELM: Steering Long-Horizon Agents with Learned Hierarchical Memory and Epistemic Governance

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@article{jialong2026,
  title = {HELM: Steering Long-Horizon Agents with Learned Hierarchical Memory and Epistemic Governance},
  author = {Liu, Jialong and Shi, Yuling and Li, Zuchao and Wang, Ping},
  journal = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  year = {2026},
  month = {Jan},
  doi = {10.18653/2026.emnlp-main.721},
  url = {https://doi.org/10.18653/2026.emnlp-main.721},
}