Author

Dan Zhang

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Preprint Sep 2026

Toward Sustainable AI Deployment: A Carbon-Aware Decision Framework for Enterprise Supply Chain Systems

Enterprises deploying AI for supply chain decisions commonly default to the largest available language model, a procurement heuristic that neglects both empirical performance and environmental cost. We benchmark six large language models across 520 supply chain tasks, simultaneously measuring decision quality and estim...

Hao-Ran Yu, Li-Fei Liu, Dan Zhang · 0 citations

Review Sep 2026

Beyond Lexical Metrics: Sentence-Embedding Detection of Reviewer Habituation in AI Code Review

Code review is a key quality checkpoint between AI-generated code and production and reviewer adaptation is detectable in latent distributional structure rather than in classical lexical metrics, and language shifts follow rather than precede changes in approval behavior.

Hao-Ran Yu, Li-Fei Liu, Dan Zhang · 0 citations

#machine learning Review Sep 2026

Cost-Aware Post-Hoc Deferral Under Calibration and Shift: An Environmental AI Case Study

Choosing a deferral policy for a frozen classifier requires more than ranking uncertain cases: confidence may be miscalibrated, errors have unequal costs, reviewers can err, and deployment data can leave calibration support. We study these interactions through EcoTrust, a post-hoc framework that compares automatic acti...

Hao-Ran Yu, Li-Fei Liu, Dan Zhang · 0 citations