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cs.LG2026
LLM-Guided Task-Semantic Field Factorization for Industrial Process Forecasting
Youcheng Zong, Runda Jia, Mingxuan Ren +1
Process industries rely on time-series forecasting and soft sensing to estimate quality variables that are hard to measure online. Labeled data are scarce, operating regimes change…
cs.LG2026
Open-Ended Scenario Reasoning for Specialist Model Adaptation
Youcheng Zong, Runda Jia, Ranmeng Lin +2
Process industries have accumulated validated specialist models, yet sensor drift, feedstock variation, and regime switching cause these models to degrade systematically in new sce…