most citedSunshine to Rainstorm: Cross-Weather Knowledge Distillation for Robust 3D Object Detection

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cs.LG2024

FedSAC: Dynamic Submodel Allocation for Collaborative Fairness in Federated Learning

Zihui Wang, Zheng Wang, Lingjuan Lyu +6

Collaborative fairness stands as an essential element in federated learning to encourage client participation by equitably distributing rewards based on individual contributions. E…

cs.LG2024

FedPFT: Federated Proxy Fine-Tuning of Foundation Models

Zhaopeng Peng, Xiaoliang Fan, Yufan Chen +5

Adapting Foundation Models (FMs) for downstream tasks through Federated Learning (FL) emerges a promising strategy for protecting data privacy and valuable FMs. Existing methods fi…