Robust and Communication-Efficient Federated Learning from Non-IID Data

7 March 2019

Papers citing "Robust and Communication-Efficient Federated Learning from Non-IID Data"

50 / 467 papers shown

Title
Sparsification Under Siege: Defending Against Poisoning Attacks in Communication-Efficient Federated Learning Zhiyong Jin Runhua Xu C. Li Y. Liu Jianxin Li AAML FedML 37 0 0 30 Apr 2025
FedFetch: Faster Federated Learning with Adaptive Downstream Prefetching Qifan Yan Andrew Liu Shiqi He Mathias Lécuyer Ivan Beschastnikh FedML 36 0 0 21 Apr 2025
Query-based Knowledge Transfer for Heterogeneous Learning Environments Norah Alballa Wenxuan Zhang Ziquan Liu A. Abdelmoniem Mohamed Elhoseiny Marco Canini 38 0 0 12 Apr 2025
SparsyFed: Sparse Adaptive Federated Training Adriano Guastella Lorenzo Sani Alex Iacob Alessio Mora Paolo Bellavista Nicholas D. Lane FedML 31 0 0 07 Apr 2025
A Novel Algorithm for Personalized Federated Learning: Knowledge Distillation with Weighted Combination Loss Hengrui Hu Anai N. Kothari Anjishnu Banerjee FedML 38 0 0 06 Apr 2025
A Two-Timescale Approach for Wireless Federated Learning with Parameter Freezing and Power Control Jinhao Ouyang Yuan Liu Hang Liu 36 0 0 02 Apr 2025
On Model Protection in Federated Learning against Eavesdropping Attacks Dipankar Maity Kushal Chakrabarti FedML 65 0 0 02 Apr 2025
Distributionally Robust Federated Learning: An ADMM Algorithm Wen Bai Yi Wong Xiao Qiao Chin Pang Ho FedML OOD 66 0 0 24 Mar 2025
Federated Koopman-Reservoir Learning for Large-Scale Multivariate Time-Series Anomaly Detection Long Tan Le Tung Nguyen Han Shu Suranga Seneviratne Choong Seon Hong Nguyen Tran 45 0 0 14 Mar 2025
Privacy Protection in Prosumer Energy Management Based on Federated Learning Yunfeng Li Xiaolin Li Zhitao Li Gangqiang Li FedML 51 3 0 09 Mar 2025
A Lightweight and Secure Deep Learning Model for Privacy-Preserving Federated Learning in Intelligent Enterprises Reza Fotohi Fereidoon Shams Aliee Bahar Farahani FedML 65 1 0 03 Mar 2025
Communication-Efficient Device Scheduling for Federated Learning Using Lyapunov Optimization Jake B. Perazzone Shiqiang Wang Mingyue Ji Kevin S. Chan FedML 71 0 0 01 Mar 2025
FAA-CLIP: Federated Adversarial Adaptation of CLIP Yihang Wu A. Chaddad Christian Desrosiers Tareef Daqqaq R. Kateb VLM 51 0 0 26 Feb 2025
Learning with Limited Shared Information in Multi-agent Multi-armed Bandit Junning Shao Siwei Wang Zhixuan Fang 67 0 0 24 Feb 2025
Vision-Language Models for Edge Networks: A Comprehensive Survey Ahmed Sharshar Latif U. Khan Waseem Ullah Mohsen Guizani VLM 70 3 0 11 Feb 2025
Advancing Personalized Federated Learning: Integrative Approaches with AI for Enhanced Privacy and Customization Kevin Cooper Michael Geller 93 0 0 30 Jan 2025
Federated Learning with MMD-based Early Stopping for Adaptive GNSS Interference Classification Nishant S. Gaikwad Lucas Heublein N. Raichur Tobias Feigl Christopher Mutschler Felix Ott 48 5 0 31 Dec 2024
Disentangling data distribution for Federated Learning Xinyuan Zhao Hanlin Gu Lixin Fan Qiang Yang Yuxing Han OOD FedML 44 0 0 31 Dec 2024
Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation Muhammad Irfan Khan Elina Kontio Suleiman A. Khan Mojtaba Jafaritadi FedML 28 0 0 31 Dec 2024
Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Li Dong Yubo Peng Feibo Jiang Kezhi Wang Kun Yang 36 0 0 31 Dec 2024
Federated Unlearning Model Recovery in Data with Skewed Label Distributions Xinrui Yu Wenbin Pei Bing Xue Qiang Zhang FedML MU 79 1 0 18 Dec 2024
Task Diversity in Bayesian Federated Learning: Simultaneous Processing of Classification and Regression Junliang Lyu Yixuan Zhang Xiaoling Lu Feng Zhou FedML 75 0 0 14 Dec 2024
Review of Mathematical Optimization in Federated Learning Shusen Yang Fangyuan Zhao Zihao Zhou Liang Shi Xuebin Ren Zongben Xu FedML AI4CE 70 0 0 02 Dec 2024
Adaptive Client Selection with Personalization for Communication Efficient Federated Learning Allan M. de Souza Filipe Maciel Joahannes B. D. da Costa L. Bittencourt E. Cerqueira A. A. F. Loureiro Leandro A. Villas FedML 98 16 0 26 Nov 2024
FedQP: Towards Accurate Federated Learning using Quadratic Programming Guided Mutation Jiawen Weng Zeke Xia Ran Li Ming Hu Mingsong Chen FedML 69 0 0 24 Nov 2024
Fed-EC: Bandwidth-Efficient Clustering-Based Federated Learning For Autonomous Visual Robot Navigation Shreya Gummadi M. V. Gasparino Deepak Vasisht Girish Chowdhary FedML 35 1 0 06 Nov 2024
Trustworthy Federated Learning: Privacy, Security, and Beyond Chunlu Chen Ji Liu Haowen Tan Xingjian Li Kevin I-Kai Wang Peng Li Kouichi Sakurai Dejing Dou FedML 52 3 0 03 Nov 2024
Federated Learning Clients Clustering with Adaptation to Data Drifts Minghao Li Dmitrii Avdiukhin Rana Shahout Nikita Ivkin Vladimir Braverman Minlan Yu FedML 26 0 0 03 Nov 2024
(FL) $^2$ : Overcoming Few Labels in Federated Semi-Supervised Learning Seungjoo Lee Thanh-Long V. Le Jaemin Shin Sung-Ju Lee FedML 36 1 0 30 Oct 2024
$r$ Age- $k$ : Communication-Efficient Federated Learning Using Age Factor Matin Mortaheb Priyanka Kaswan S. Ulukus FedML 26 1 0 29 Oct 2024
A Federated Distributionally Robust Support Vector Machine with Mixture of Wasserstein Balls Ambiguity Set for Distributed Fault Diagnosis Michael Ibrahim Heraldo Rozas N. Gebraeel Weijun Xie FedML OOD 33 0 0 04 Oct 2024
Personalized Federated Learning for Generative AI-Assisted Semantic Communications Yubo Peng Feibo Jiang Li Dong Kezhi Wang Kun Yang 39 2 0 03 Oct 2024
NTK-DFL: Enhancing Decentralized Federated Learning in Heterogeneous Settings via Neural Tangent Kernel Gabriel Thompson Kai Yue Chau-Wai Wong H. Dai FedML 13 0 0 02 Oct 2024
Federated Instruction Tuning of LLMs with Domain Coverage Augmentation Zezhou Wang Yaxin Du Zhuzhong Qian Yugang Jiang Zhuzhong Qian Siheng Chen FedML 131 0 0 30 Sep 2024
FedSlate:A Federated Deep Reinforcement Learning Recommender System Yongxin Deng Xihe Qiu Xiaoyu Tan Yaochu Jin FedML 90 0 0 23 Sep 2024
Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework Zilinghan Li Shilan He Ze Yang Minseok Ryu Kibaek Kim Ravi K. Madduri FedML 52 5 0 17 Sep 2024
An Efficient Privacy-aware Split Learning Framework for Satellite Communications Jianfei Sun Cong Wu Shahid Mumtaz Junyi Tao Mingsheng Cao Mei Wang Valerio Frascolla 34 5 0 13 Sep 2024
FedHide: Federated Learning by Hiding in the Neighbors Hyunsin Park Sungrack Yun FedML 26 0 0 12 Sep 2024
Towards Practical Overlay Networks for Decentralized Federated Learning Yifan Hua Jinlong Pang Xiaoxue Zhang Yi Liu X. Shi Bao Wang Yang Liu Chen Qian FedML 34 1 0 09 Sep 2024
Bandwidth-Aware and Overlap-Weighted Compression for Communication-Efficient Federated Learning Zichen Tang Junlin Huang Rudan Yan Yuxin Wang Zhenheng Tang S. Shi Amelie Chi Zhou Xiaowen Chu FedML 50 2 0 27 Aug 2024
FedFQ: Federated Learning with Fine-Grained Quantization Haowei Li Weiying Xie Hangyu Ye Jitao Ma Shuran Ma Yunsong Li FedML MQ 33 0 0 16 Aug 2024
Addressing Skewed Heterogeneity via Federated Prototype Rectification with Personalization Shunxin Guo Hongsong Wang Shuxia Lin Zhiqiang Kou Xin Geng FedML 38 1 0 15 Aug 2024
Interventional Causal Structure Discovery over Graphical Models with Convergence and Optimality Guarantees Qiu Chengbo Yang Kai CML 40 0 0 09 Aug 2024
Model Hijacking Attack in Federated Learning Zheng Li Siyuan Wu Ruichuan Chen Paarijaat Aditya Istemi Ekin Akkus Manohar Vanga Min Zhang Hao Li Yang Zhang FedML AAML 30 0 0 04 Aug 2024
A collaborative ensemble construction method for federated random forest Penjan Antonio Eng Lim Cheong Hee Park FedML 24 5 0 27 Jul 2024
Combining Federated Learning and Control: A Survey Jakob Weber Markus Gurtner A. Lobe Adrian Trachte Andreas Kugi FedML AI4CE 26 2 0 12 Jul 2024
Federated PCA on Grassmann Manifold for IoT Anomaly Detection Tung-Anh Nguyen Long Tan Le Tuan Dung Nguyen Wei Bao Suranga Seneviratne Choong Seon Hong N. H. Tran 31 7 0 10 Jul 2024
A Joint Approach to Local Updating and Gradient Compression for Efficient Asynchronous Federated Learning Jiajun Song Jiajun Luo Rongwei Lu Shuzhao Xie Bin Chen Zhi Wang FedML 23 0 0 06 Jul 2024
Beyond the Federation: Topology-aware Federated Learning for Generalization to Unseen Clients Mengmeng Ma Tang Li Xi Peng 83 4 0 06 Jul 2024
Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification Xiaoxiong Zhang Zhiwei Zeng Xin Zhou Dusit Niyato Zhiqi Shen FedML 31 1 0 19 Jun 2024