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Zheng-Ning Wang

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#machine learning Preprint Sep 2026

HySTAR: Anchored Hypergraphs for Stable Credit Assignment in Cooperative Multi-Agent Reinforcement Learning

Cooperative multi-agent reinforcement learning under partial observability and shared rewards requires assigning team outcomes to individual agents and high-order coalitions. A MAPPO-style critic compresses joint behavior into one global value, while critics that dynamically reconstruct the grouping topology change the...

Xing-Long Luo, Yu-Ding Zhang, Yu-Heng Kuang et al. · 0 citations
Jul 2026

Enhanced multimodal MRI classification of schizophrenia through cross-attention graph neural networks

Findings indicate that anatomically grounded node-level multimodal fusion can improve classification performance while preserving neurobiological interpretability, thereby providing a principled framework for multimodal schizophrenia classification and biomarker discovery.

Jing-Jing Gao, J. Wu, Mao-Min Qian et al. · 0 citations

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