5 papers
LLM-Guided Contextual Action Evaluation for Operational Decisions in Industrial Processes
Youcheng Zong, Runda Jia, Dakuo He
Industrial actor--critic methods usually represent continuous actions as anonymous numerical coordinates. They must therefore learn from limited interactions which process variable…
Widest-Path Reachability Fields for Connectivity-Preserving Slender Structure Segmentation
Youcheng Zong, Runda Jia, Minxuan Hu +2
Segmenting slender curvilinear structures such as retinal vessels, cracks, and roads demands topological correctness, as even a single-pixel discontinuity can fragment a continuous…
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…
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…
LLM-Guided Measurement Credibility Correction for Trustworthy Industrial Process Inference
Youcheng Zong, Runda Jia, Dakuo He
Industrial prediction and soft sensing depend on credible input measurements. In field deployment, a predictor may receive biased, delayed, stale, or derived measurements that stil…