@inproceedings{liu-etal-2026-helm, 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", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.721/", pages = "16728--16753", ISBN = "979-8-89176-459-0" }