AI RESEARCH

PID-Guided Partial Alignment for Multimodal Decentralized Federated Learning

arXiv CS.LG

ArXi:2601.10012v2 Announce Type: replace Multimodal decentralized federated learning (DFL) must collaboration among agents that hold different modality subsets and often different model components, while operating over peer-to-peer (P2P) overlays without a coordinating server or a global network view. A key obstacle is that conventional multimodal