@inproceedings{jia-etal-2026-causal, title = "Causal Decomposition of {LLM} Agent Failure via Oracle-State Intervention", author = "Jia, Leqi and Saadat, Muhammad and Wong, Marlin and Venkatesh, Adithya and Nijjer, Kiran", editor = "Kamalloo, Ehsan and Gontier, Nicolas and Rozanov, Nikolai and Hashemzadeh, Maryam and Arora, Akhil", booktitle = "Proceedings of the Second Workshop for {RE}search on Agent Language Models ({REALM} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.realm-1.6/", pages = "68--85", ISBN = "979-8-89176-485-9" }