Jinjin Gong

You Only Communicate Once: One-shot Federated Low-Rank Adaptation of MLLM

Multimodal Large Language Models (MLLMs) with Federated Learning (FL) can quickly adapt to privacy-sensitive tasks, but face significant challenges such as high communication costs and increased attack risks, due to their reliance on multi-round communication. To address this, One-shot FL (OFL) has…