From the 1 of 3 linked papers with an AI index.
3 papers
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.AI2026
When Does Machine Learning Beat Value Sorting? A Three-Dataset Diagnostic of Exposure-Weighted Shipment Prioritization
Jize Li
Delay-risk models are usually judged by predictive accuracy. What matters in practice is narrower: with capacity to review only a few shipments, which ones should a manager check f…
cs.LG2026
Accuracy-Preserving Stability Regularization for Large-Scale Retail Demand Forecasting
Jize Li, Jiani He, Dishu Yang +3
The paper proposes a training-time regularization method that penalizes abrupt changes between consecutive forecasts to improve stability while keeping point accuracy nearly unchan…