Author

Qiong-Yan Wang

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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

#artificial intelligence Preprint Sep 2026

PREM: Prefix-Steered Recurrent Memory for Long-Video Understanding

Prefix-Steered Recurrent Memory (PREM), a memory-token-free framework for frozen vision-language models (VLMs) that separates video ingestion from query answering, consistently outperforms frozen baselines at every evaluated visual budget.

Si-Ru Zhong, Qiong-Yan Wang, Xiao-Hui Lv et al. · 0 citations