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cs.LG2025
Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms
Yuanzhe Peng, Jieming Bian, Lei Wang +2
Multimodal Federated Learning (MFL) lies at the intersection of two pivotal research areas: leveraging complementary information from multiple modalities to improve downstream infe…
cs.LG2025
A Survey on Parameter-Efficient Fine-Tuning for Foundation Models in Federated Learning
Jieming Bian, Yuanzhe Peng, Lei Wang +2
Foundation models have revolutionized artificial intelligence by providing robust, versatile architectures pre-trained on large-scale datasets. However, adapting these massive mode…