Continual Learning with Elastic Regularization and Synthetic Replay for Federated MLLM Fine-Tuning.

arXiv:2607.12112v2 Announce Type: replace-cross Abstract: Federated fine-tuning of Multimodal Large Language Models (MLLMs) across distributed networks enables privacy-sensitive adaptation to evolving data streams, yet a fundamental obstacle prevents robust de