Category: cs.MA

Personalized Collaborative Learning with Affinity-Based Variance Reduction arXiv:2510.16232v1 Announce Type: new Abstract: Multi-agent learning faces a fundamental tension: leveraging distributed collaboration without sacrificing the personalization needed for diverse agents. This tension intensifies when aiming for full personalization while adapting to unknown heterogeneity levels — gaining collaborative speedup when agents are similar, without performance degradation when…