SEP 8, 2026 · PREPRINT
IPM-FM: A Foundation Model with Consensus Feature Selection for Industrial Process Monitoring
arXiv
A single-dataset proof-of-concept demonstrating a novel foundation model architecture for industrial process monitoring with surrogate metrics (RMSE, R², prediction interval coverage) rather than hard clinical or safety outcomes; lacks peer review and external validation.
Reported
RMSE on primary task (diesel flas…2.99
R² on primary task0.50
Coverage of 95% predictive interv…97%