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Jiashuo Jiang

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#machine learning Preprint May 2025

Plan-Driven Adaptive Bidding for First-Price Auctions with Budget Constraints under Nonstationarity

We study budget pacing in repeated first-price auctions when an advertiser's private-value distributions change over time and the stationary competing-bid distribution is unknown. We ask how a feasible expenditure plan should enter online bid shading, learning, and hard budget control. We establish a plan-to-performanc...

Yi-Ge Wang, Jiashuo Jiang · 1 citation
Preprint Aug 2026

Pareto-Aware Hierarchical Reinforcement Learning for Online Resource Allocation in RIS-assisted Large-Scale IoT Systems

The proposed PAAERL framework drastically reduces offline training times, accelerates online policy convergence, and significantly decreases overall network costs compared to state-of-the-art benchmarks, underscoring its exceptional scalability and practical viability for next-generation intelligent IoT environments.

Wenhan Xu, Jiashuo Jiang, Danny H. K. Tsang · 0 citations

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