FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated
Knowledge InjectionNeural Information Processing Systems (NeurIPS), 2024 |
FEDKIM: Adaptive Federated Knowledge Injection into Medical Foundation ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 |
A Lightweight Method for Tackling Unknown Participation Statistics in
Federated AveragingInternational Conference on Learning Representations (ICLR), 2023 |
Momentum Provably Improves Error Feedback!Neural Information Processing Systems (NeurIPS), 2023 |
EF21-P and Friends: Improved Theoretical Communication Complexity for
Distributed Optimization with Bidirectional CompressionInternational Conference on Machine Learning (ICML), 2022 |
Efficient-Adam: Communication-Efficient Distributed AdamIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022 |
Communication-Efficient Adaptive Federated LearningInternational Conference on Machine Learning (ICML), 2022 |