arxivstat.MLcs.LGstat.AP2026-07-24
General Value Functions for Remaining Useful Life and Failure-Mode Prediction
Hao Yan, Ali Sarabi, Qing Zou, Boyang Xu
Remaining useful life (RUL) prediction and failure-mode classification are central tasks in predictive maintenance. Many data-driven pipelines use fixed-window supervised learning with complete terminal labels; such routes do not naturally encode the temporal recursion linking su…