Author

Yihuai Xu

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#artificial intelligence Review Oct 2026

When Does an Added Planning Capability Create Operational Value? An Observable Evidence Standard

This work addresses the attribution problem with an observable evidence standard that separates opportunity to act, executed-plan change, operational consequence, equivalence, uncertainty, and operating scope from heterogeneous planning additions, and applies it to heterogeneous planning additions.

Yi-Huai Xu, Yanxia Lyu, Ji-Ze Li et al. · 0 citations

Preprint Aug 2026

DACRI: Decision-Aware Causal Intervention Ranking for Critical Supply Chains

CriticalSCM-Bench v1 is presented, a controlled synthetic benchmark with causal ground truth, paired factual/counterfactual rollouts, and an explicit net-value objective that identifies regimes in which adaptive ranking adds value and those in which simpler structural policies remain preferable.

Shi Zhuo Huang, Jiani He, Ding-Yan Shang et al. · 4 citations