3 papers
cs.AI2026
When Does an Added Planning Capability Create Operational Value? An Observable Evidence Standard
Yihua Xu, Yan Lyu, Jize Li +4
Industrial artificial intelligence (AI) planning systems combine predictive models, optimization logic, controls, and governance rules, but improvement in the complete policy does…
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 +5
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…