Author

Hong-Jiao Li

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Preprint Oct 2026

After Cooperation Is Learned: Gradient Routing and Optimizer-Dependent Maintenance in Multi-Agent Reinforcement Learning

Cooperative MARL is commonly evaluated through cooperation discovery from random initialization, leaving open whether continued optimization can destabilize learned cooperation. Actor-critic comparisons can also conflate critic presence with value gradients entering shared actor representations. We study cooperation ma...

Chao-Yuan Hao, Wen-Tao Yue, Tian-You Lai et al. · 0 citations

#machine learning Preprint Oct 2026

FedSAP: Federated Learning with Structured Adaptive Partitioning for Multi-Domain Heterogeneous Edge Devices

Federated learning (FL) on heterogeneous edge devices must jointly accommodate unequal resource budgets and domain-shifted local data. Existing resource-adaptive methods decide how much of a model each client trains but not where retained capacity should reside or how it should be shared, whereas federated domain-gener...

Wen-Tao Yue, Tian-You Lai, Hong-Jiao Li et al. · 0 citations