Author

Jian-Qiang Hu

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Open access Sep 2026

Black‐Box Optimization With Simultaneous Statistical Inference for Optimal Performance

Black‐box optimization is often encountered for decision‐making in complex systems management, where knowledge of the system is limited. Under these circumstances, it is essential to balance the utilization of new information with computational efficiency. In practice, decision‐makers often face the dual tasks of opt...

Teng Lian, Jian-Qiang Hu, Yu-Hang Wu et al. · Naval Research Logistics · 0 citations

Open access Sep 2026

Dynamic AI-Human Co-Learning in Service Operations: Balancing Knowledge Sampling and Reputational Risks in a Two-Stage Model

The rapid adoption of AI in customer-facing services, such as digital livestreaming, promises efficiency gains but introduces profound socio-technical frictions, including algorithm aversion and trust erosion. This paper develops a two-stage dynamic optimization model of AI-human co-learning over a finite horizon, endo...

Lu-Yao Wang, K. Hu, Jian-Qiang Hu · ACM Transactions on Social C... · 0 citations