Breaking the Memory Wall for Heterogeneous Federated Learning with
Progressive Training

Breaking the Memory Wall for Heterogeneous Federated Learning with Progressive Training

20 April 2024

Li Li

Chunlin Tian

Papers citing "Breaking the Memory Wall for Heterogeneous Federated Learning with Progressive Training"

13 / 13 papers shown

Title
A Survey on Federated Fine-tuning of Large Language Models Yebo Wu Chunlin Tian Jingguang Li He Sun Kahou Tam Li Li Chengzhong Xu FedML 81 0 0 15 Mar 2025
Federated Graph Learning with Graphless Clients Xingbo Fu Song Wang Yushun Dong Binchi Zhang Chen Chen Jundong Li FedML 38 2 0 13 Nov 2024
Why Go Full? Elevating Federated Learning Through Partial Network Updates Haolin Wang Xuefeng Liu Jianwei Niu Wenkai Guo Shaojie Tang FedML 29 0 0 15 Oct 2024
Breaking the Memory Wall for Heterogeneous Federated Learning via Model Splitting Chunlin Tian Li Li Kahou Tam Yebo Wu Chengzhong Xu FedML 29 1 0 12 Oct 2024
Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge Integration Mahdi Morafah Vyacheslav Kungurtsev Hojin Chang Cheng Chen Bill Lin FedML 39 0 0 27 Sep 2024
Heterogeneity-Aware Coordination for Federated Learning via Stitching Pre-trained blocks Shichen Zhan Yebo Wu Chunlin Tian Yan Zhao Li Li FedML 31 2 0 11 Sep 2024
NeuLite: Memory-Efficient Federated Learning via Elastic Progressive Training Yebo Wu Li Li Chunlin Tian Dubing Chen Chengzhong Xu FedML 29 3 0 20 Aug 2024
Federated Graph Learning with Structure Proxy Alignment Xingbo Fu Zihan Chen Binchi Zhang Chen Chen Jundong Li FedML 49 6 0 18 Aug 2024
Heterogeneity-Aware Memory Efficient Federated Learning via Progressive Layer Freezing Wu Yebo Li Li Tian Chunlin Chang Tao Lin Chi Wang Cong Xu Cheng-Zhong FedML 28 4 0 17 Aug 2024
Ranking-based Client Selection with Imitation Learning for Efficient Federated Learning Chunlin Tian Zhanying Shi Xinpeng Qin Li Li Chengzhong Xu FedML 23 2 0 07 May 2024
PraFFL: A Preference-Aware Scheme in Fair Federated Learning Rongguang Ye Wei-Bin Kou Ming Tang FedML 33 4 0 13 Apr 2024
SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing Sheng Li Geng Yuan Yuezhen Dai Youtao Zhang Yanzhi Wang Xulong Tang 31 18 0 30 Jan 2024
The detection and rectification for identity-switch based on unfalsified control Ju Huang Xiaoqi He Shenghu Zhao VOT 50 2 0 27 Jul 2023