Author

Huaming Wu

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#machine learning Oct 2025

A Game-Theoretic Spatio-Temporal Reinforcement Learning Framework for Collaborative Public Resource Allocation

This work formulations CPRA as a potential game and construct the potential function based on the objective function of CPRA, laying a theoretical foundation for approximating the Nash equilibrium of this NP-hard problem, and proposes a Game-Theoretic Spatio-Temporal Reinforcement Learning (GSTRL) framework to solve it...

Songxin Lei, Qiong-Yan Wang, Yanchen Zhu et al. · arXiv.org · 2 citations

2026

Workflow-Aware Expert Routing for Distributed LLM Serving Over the Edge-Cloud Continuum

Deploying Large Language Models (LLMs) over the edge-cloud continuum faces severe stability challenges due to the conflict between stochastic network topology and complex workflow dependencies. Existing schedulers, relying either on computationally prohibitive Graph Neural Networks (GNNs) or topology-agnostic heuristic...

Yan Gao, Shaoyuan Huang, Yonghui Ye et al. · IEEE Transactions on Cogniti... · 0 citations