Conformal Agent Error Attribution
Accepted at NeurIPS 2026 (to appear)
Naihe Feng, Yi Sui, Shiyi Hou, Ga Wu, Jesse C. Cresswell
Naihe Feng and Yi Sui contributed equally.
TL;DR: Uses conformal prediction to identify regions of an agent’s execution trace containing the decisive error, with calibrated coverage under exchangeability, to support debugging and rollback.
Recommended citation: Naihe Feng, Yi Sui, Shiyi Hou, Ga Wu, and Jesse C. Cresswell. 2026. Conformal Agent Error Attribution. Accepted at NeurIPS 2026; to appear.