FedCache: A Knowledge Cache-driven Federated Learning Architecture for
Personalized Edge Intelligence

FedCache: A Knowledge Cache-driven Federated Learning Architecture for Personalized Edge Intelligence

15 August 2023

Papers citing "FedCache: A Knowledge Cache-driven Federated Learning Architecture for Personalized Edge Intelligence"

16 / 16 papers shown

Title
Soft-Label Caching and Sharpening for Communication-Efficient Federated Distillation Kitsuya Azuma Takayuki Nishio Yuichi Kitagawa Wakako Nakano Takahito Tanimura FedML 70 0 0 28 Apr 2025
Operator Learning: A Statistical Perspective Unique Subedi Ambuj Tewari 28 0 0 04 Apr 2025
Privacy-Enhanced Training-as-a-Service for On-Device Intelligence: Concept, Architectural Scheme, and Open Problems Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Bo Gao Tianliu He Wen Wang 59 0 0 24 Feb 2025
Beyond Model Scale Limits: End-Edge-Cloud Federated Learning with Self-Rectified Knowledge Agglomeration Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Ke Xu Quyang Pan Bo Gao Tian Wen FedML 30 0 0 03 Jan 2025
NET-SA: An Efficient Secure Aggregation Architecture Based on In-Network Computing Qingqing Ren Wen Wang Shuyong Zhu Zhiyuan Wu Yujun Zhang 35 0 0 02 Jan 2025
Peak-Controlled Logits Poisoning Attack in Federated Distillation Yuhan Tang Aoxu Zhang Zhiyuan Wu Bo Gao Tian Wen Yuwei Wang Sheng Sun FedML AAML 36 0 0 25 Jul 2024
FedCache 2.0: Exploiting the Potential of Distilled Data in Knowledge Cache-driven Federated Learning Quyang Pan Sheng Sun Zhiyuan Wu Yuwei Wang Min Liu Bo Gao FedML 55 1 0 22 May 2024
Logits Poisoning Attack in Federated Distillation Yuhan Tang Zhiyuan Wu Bo Gao Tian Wen Yuwei Wang Sheng Sun FedML AAML 33 1 0 08 Jan 2024
Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Zhiyuan Wu Tianliu He Sheng Sun Yuwei Wang Min Liu Bo Gao Xue Jiang CLL FedML 16 4 0 01 Jan 2024
Improving Communication Efficiency of Federated Distillation via Accumulating Local Updates Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Tian Wen Wen Wang FedML 21 1 0 07 Dec 2023
Federated Skewed Label Learning with Logits Fusion Yuwei Wang Runhan Li Hao Tan Xue Jiang Sheng Sun Min Liu Bo Gao Zhiyuan Wu FedML 30 6 0 14 Nov 2023
Knowledge Distillation in Federated Edge Learning: A Survey Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Xue Jiang Runhan Li Bo Gao FedML 27 4 0 14 Jan 2023
Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Quyang Pan Junbo Zhang Zeju Li Qing Liu FedML 21 24 0 14 Apr 2022
Towards Personalized Federated Learning A. Tan Han Yu Li-zhen Cui Qiang Yang FedML AI4CE 203 840 0 01 Mar 2021
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 168 564 0 27 Jul 2020
Survey of Personalization Techniques for Federated Learning V. Kulkarni Milind Kulkarni Aniruddha Pant FedML 171 326 0 19 Mar 2020