Non-IID data and Continual Learning processes in Federated Learning: A long road ahead

26 November 2021

Papers citing "Non-IID data and Continual Learning processes in Federated Learning: A long road ahead"

25 / 25 papers shown

Title
Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for FCL Xiaoming Qi Jingyang Zhang H. Fu Guanyu Yang Shuo Li Yueming Jin FedML 57 0 0 23 Mar 2025
Review of Mathematical Optimization in Federated Learning Shusen Yang Fangyuan Zhao Zihao Zhou Liang Shi Xuebin Ren Zongben Xu FedML AI4CE 67 0 0 02 Dec 2024
Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions Daniel Gutiérrez David Solans Mikko A. Heikkilä A. Vitaletti Nicolas Kourtellis Aris Anagnostopoulos I. Chatzigiannakis OOD 84 0 0 19 Nov 2024
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 29 1 0 19 Oct 2024
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning Jinglin Liang Jin Zhong Hanlin Gu Zhongqi Lu Xingxing Tang Gang Dai Shuangping Huang Lixin Fan Qiang Yang DiffM 35 7 0 02 Sep 2024
Inference Load-Aware Orchestration for Hierarchical Federated Learning Anna Lackinger P. Frangoudis Ivan vCilić Alireza Furutanpey Ilir Murturi Ivana Podnar vZarko Schahram Dustdar FedML 29 4 0 23 Jul 2024
Towards Privacy-Aware and Personalised Assistive Robots: A User-Centred Approach Fernando E. Casado 16 1 0 23 May 2024
Variational Bayes for Federated Continual Learning Dezhong Yao Sanmu Li Yutong Dai Zhiqiang Xu Shengshan Hu Peilin Zhao Lichao Sun FedML 37 1 0 23 May 2024
FedProK: Trustworthy Federated Class-Incremental Learning via Prototypical Feature Knowledge Transfer Xin Gao Xin Yang Hao Yu Yan Kang Tianrui Li CLL 33 1 0 04 May 2024
Towards Efficient Replay in Federated Incremental Learning Yichen Li Qunwei Li Haozhao Wang Ruixuan Li Leon Wenliang Zhong Guannan Zhang 37 13 0 09 Mar 2024
Federated Continual Learning via Knowledge Fusion: A Survey Xin Yang Hao Yu Xin Gao Hao Wang Junbo Zhang Tianrui Li FedML 19 30 0 27 Dec 2023
Fingerprint Attack: Client De-Anonymization in Federated Learning Qiongkai Xu Trevor Cohn Olga Ohrimenko FedML 8 2 0 12 Sep 2023
Fairness and Privacy-Preserving in Federated Learning: A Survey Taki Hasan Rafi Faiza Anan Noor Tahmid Hussain Dong-Kyu Chae FedML 27 39 0 14 Jun 2023
Masked Autoencoders are Efficient Continual Federated Learners Subarnaduti Paul Lars-Joel Frey Roshni Kamath Kristian Kersting Martin Mundt CLL FedML 16 1 0 06 Jun 2023
Decentralized Federated Learning: A Survey and Perspective Liangqi Yuan Ziran Wang Lichao Sun Philip S. Yu Christopher G. Brinton FedML 30 85 0 02 Jun 2023
Global Layers: Non-IID Tabular Federated Learning Yazan Obeidi FedML 29 0 0 29 May 2023
Non-readily identifiable data collaboration analysis for multiple datasets including personal information A. Imakura T. Sakurai Yukihiko Okada Tomoya Fujii Teppei Sakamoto Hiroyuki Abe FedML 11 10 0 31 Aug 2022
Decentralized digital twins of complex dynamical systems Omer San Suraj Pawar Adil Rasheed AI4CE 28 11 0 07 Jul 2022
Federated Continual Learning for Socially Aware Robotics Luke M. Guerdan Hatice Gunes FedML 17 3 0 14 Jan 2022
Stragglers Are Not Disaster: A Hybrid Federated Learning Algorithm with Delayed Gradients Xingyu Li Zhe Qu Bo Tang Zhuo Lu FedML 63 31 0 12 Feb 2021
Federated Learning on Non-IID Data Silos: An Experimental Study Q. Li Yiqun Diao Quan Chen Bingsheng He FedML OOD 85 943 0 03 Feb 2021
Adaptive Personalized Federated Learning Yuyang Deng Mohammad Mahdi Kamani M. Mahdavi FedML 183 541 0 30 Mar 2020
Threats to Federated Learning: A Survey Lingjuan Lyu Han Yu Qiang Yang FedML 186 432 0 04 Mar 2020
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 144 1,680 0 14 Apr 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,659 0 09 Mar 2017