3 papers
cs.AI2026
Semantic Signal-Assisted Inspection and Recovery Allocation in Reverse Logistics
Jiani He, Dingyan Shang, Yihua Xu +4
Reverse-logistics operators often decide how to inspect and route returned assets before their condition is fully observed, while full inspection consumes scarce labor. Semantic Si…
cs.LG2026
DACRI: Decision-Aware Causal Intervention Ranking for Critical Supply Chains
Shiqi Huang, Jiani He, Dingyan Shang +4
Detecting or attributing a supply-chain disruption is not the same as selecting the intervention that maximizes recoverable net value. We present CriticalSCM-Bench v1, a controlled…
cs.LG2026
Accuracy-Preserving Stability Regularization for Large-Scale Retail Demand Forecasting
Jize Li, Jiani He, Dishu Yang +3
Retail demand forecasts are reused across replenishment, capacity, labor, and transportation planning cycles. Point-error objectives do not constrain abrupt movement between adjace…