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Robust Aggregation for Federated Learning

IEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2019

31 December 2019

Papers citing "Robust Aggregation for Federated Learning"

50 / 303 papers shown

Title
FedPoisonTTP: A Threat Model and Poisoning Attack for Federated Test-Time Personalization Md Akil Raihan Iftee Syed Md. Ahnaf Hasan Amin Ahsan Ali A. Rahman Sajib Mistry Aneesh Krishna AAML FedML SILM TTA 214 0 0 24 Nov 2025
Accuracy is Not Enough: Poisoning Interpretability in Federated Learning via Color Skew Farhin Farhad Riya Shahinul Hoque J. Sun Olivera Kotevska AAML FedML FAtt 391 0 0 17 Nov 2025
Contact Wasserstein Geodesics for Non-Conservative Schrödinger Bridges Andrea Testa Søren Hauberg Tamim Asfour Leonel Rozo 69 2 0 10 Nov 2025
Adversarial Node Placement in Decentralized Federated Learning: Maximum Spanning-Centrality Strategy and Performance AnalysisIEEE Internet of Things Journal (IEEE IoT J.), 2025 Adam Piaseczny Eric Ruzomberka Rohit Parasnis Christopher G. Brinton 102 0 0 10 Nov 2025
Fast, Private, and Protected: Safeguarding Data Privacy and Defending Against Model Poisoning Attacks in Federated LearningInternational Symposium on Computers and Communications (ISCC), 2024 Nicolas Riccieri Gardin Assumpcao Leandro Villas FedML 140 2 0 04 Nov 2025
RobustFSM: Submodular Maximization in Federated Setting with Malicious Clients Duc A. Tran Dung Truong Duy Le FedML 120 0 0 03 Nov 2025
ConceptScope: Characterizing Dataset Bias via Disentangled Visual Concepts Jinho Choi Hyesu Lim Steffen Schneider Jaegul Choo 76 0 0 30 Oct 2025
Trade-off in Estimating the Number of Byzantine Clients in Federated Learning Z. Chen Su Zhang Heng Huang FedML 88 0 0 06 Oct 2025
Robust Federated Inference Akash Dhasade Sadegh Farhadkhani R. Guerraoui Nirupam Gupta Maxime Jacovella Anne-Marie Kermarrec Rafael Pinot FedML 183 0 0 30 Sep 2025
Lightweight and Robust Federated Data Valuation Guojun Tang Jiayu Zhou Mohammad Mamun Steve Drew TDI FedML 107 0 0 29 Sep 2025
H+: An Efficient Similarity-Aware Aggregation for Byzantine Resilient Federated Learning Shiyuan Zuo Rongfei Fan Cheng Zhan Jie Xu P. Zhao Han Hu AAML 72 0 0 29 Sep 2025
DroneFL: Federated Learning for Multi-UAV Visual Target Tracking Xiaofan Yu Yuwei Wu Katherine Mao Ye Tian Vijay Kumar Tajana Rosing FedML 80 1 0 25 Sep 2025
Enhancing the Effectiveness and Durability of Backdoor Attacks in Federated Learning through Maximizing Task Distinction Zhaoxin Wang Handing Wang Cong Tian Yaochu Jin FedML AAML 80 0 0 23 Sep 2025
ProDiGy: Proximity- and Dissimilarity-Based Byzantine-Robust Federated Learning Sena Ergisi Luis Maßny Rawad Bitar AAML FedML 60 0 0 11 Sep 2025
On Evaluating the Poisoning Robustness of Federated Learning under Local Differential Privacy Zijian Wang Wei Tong Tingxuan Han Haoyu Chen Tianling Zhang Yunlong Mao Sheng Zhong AAML 68 0 0 05 Sep 2025
Delayed Momentum Aggregation: Communication-efficient Byzantine-robust Federated Learning with Partial Participation Kaoru Otsuka Yuki Takezawa Makoto Yamada FedML 99 1 0 03 Sep 2025
Stealth by Conformity: Evading Robust Aggregation through Adaptive Poisoning Ryan McGaughey Jesus Martinez del Rincon Ihsen Alouani FedML 56 0 0 03 Sep 2025
ZTFed-MAS2S: A Zero-Trust Federated Learning Framework with Verifiable Privacy and Trust-Aware Aggregation for Wind Power Data ImputationIEEE Transactions on Industrial Informatics (IEEE TII), 2025 Yang Li Hanjie Wang Yuanzheng Li Jiazheng Li Zhaoyang Dong 52 1 0 24 Aug 2025
On the Security and Privacy of Federated Learning: A Survey with Attacks, Defenses, Frameworks, Applications, and Future Directions Daniel Gutiérrez Yelizaveta Falkouskaya Jose L. Hernandez-Ramos Aris Anagnostopoulos I. Chatzigiannakis A. Vitaletti FedML 100 2 0 19 Aug 2025
FIDELIS: Blockchain-Enabled Protection Against Poisoning Attacks in Federated Learning Jane Carney Kushal Upreti Gaby G. Dagher Tim Andersen 56 0 0 11 Aug 2025
Coward: Toward Practical Proactive Federated Backdoor Defense via Collision-based Watermark Wenjie Li Siying Gu Yiming Li Kangjie Chen Zhili Chen Tianwei Zhang Shu-Tao Xia Dacheng Tao AAML 106 1 0 04 Aug 2025
Boosting Generalization Performance in Model-Heterogeneous Federated Learning Using Variational Transposed Convolution Ziru Niu Hai Dong •. A. K. Qin FedML 153 0 0 03 Aug 2025
OptiGradTrust: Byzantine-Robust Federated Learning with Multi-Feature Gradient Analysis and Reinforcement Learning-Based Trust Weighting Mohammad Karami Fatemeh Ghassemi Hamed Kebriaei Hamid Azadegan AAML 70 1 0 31 Jul 2025
Challenges of Trustworthy Federated Learning: What's Done, Current Trends and Remaining Work Nuria Rodríguez-Barroso Mario García-Márquez M. V. Luzón Francisco Herrera FedML 126 3 0 21 Jul 2025
Incentivised Orchestrated Training Architecture (IOTA): A Technical Primer for Release Felix Quinque Alan Aboudib Szymon Fonau Rodrigo Lopez Portillo Alcocer Brian McCrindle Steffen Cruz 101 0 0 16 Jul 2025
BackFed: An Efficient & Standardized Benchmark Suite for Backdoor Attacks in Federated Learning Thinh Dao Dung Thuy Nguyen Khoa D. Doan Kok-Seng Wong FedML SILM 80 0 0 07 Jul 2025
Graph Representation-based Model Poisoning on Federated Large Language Models Hanlin Cai Haofan Dong Houtianfu Wang Kai Li Ozgur B. Akan AAML 258 0 0 02 Jul 2025
Client Clustering Meets Knowledge Sharing: Enhancing Privacy and Robustness in Personalized Peer-to-Peer Learning Mohammad Maheri Denys Herasymuk Hamed Haddadi 99 0 0 25 Jun 2025
Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning Maximilian Egger Rawad Bitar 214 0 0 11 Jun 2025
One-shot Robust Federated Learning of Independent Component Analysis Dian Jin Xin Bing Yuqian Zhang FedML 247 0 0 26 May 2025
Robust Distributed Estimation: Extending Gossip Algorithms to Ranking and Trimmed Means Anna Van Elst Igor Colin Nathan Huet 392 1 0 23 May 2025
FNBench: Benchmarking Robust Federated Learning against Noisy Labels Xuefeng Jiang Jia Li Nannan Wu Z. F. Wu Xujing Li Sheng Sun Gang Xu Longji Xu Qi Li Min Liu FedML 225 6 0 10 May 2025
Privacy-aware Berrut Approximated Coded Computing applied to general distributed learning Xavier Martínez-Luaña M. Fernández-Veiga R. Redondo Ana Fernández Vilas FedML 145 0 0 10 May 2025
Federated Learning for Cyber Physical Systems: A Comprehensive Survey Minh K. Quan P. Pathirana M. Wijayasundara S. Setunge Dinh C. Nguyen Christopher G. Brinton David J. Love H. Vincent Poor AI4CE 235 13 0 08 May 2025
Bayesian Robust Aggregation for Federated Learning Aleksandr Karakulev Usama Zafar Salman Toor Prashant Singh FedML 215 0 0 05 May 2025
Sparsification Under Siege: Defending Against Poisoning Attacks in Communication-Efficient Federated Learning Zhiyong Jin Runhua Xu Chong Li Yunxing Liu Jianxin Li J. Joshi AAML FedML 491 0 0 30 Apr 2025
Financial Data Analysis with Robust Federated Logistic Regression Kun Yang Nikhil Krishnan Sanjeev Kulkarni FedML 185 0 0 28 Apr 2025
GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework Yacine Belal Mohamed Maouche Sonia Ben Mokhtar Anthony Simonet-Boulogne 247 0 0 24 Apr 2025
Local Data Quantity-Aware Weighted Averaging for Federated Learning with Dishonest Clients Leming Wu Yaochu Jin K. Hao Han Yu FedML 295 0 0 17 Apr 2025
A Randomized Zeroth-Order Hierarchical Framework for Heterogeneous Federated Learning Yuyang Qiu Kibaek Kim Farzad Yousefian FedML 380 0 0 02 Apr 2025
Approximate Agreement Algorithms for Byzantine Collaborative LearningACM Symposium on Parallelism in Algorithms and Architectures (SPAA), 2025 Tijana Milentijević Mélanie Cambus Darya Melnyk Stefan Schmid FedML 323 1 0 02 Apr 2025
Byzantine-Robust Federated Learning Using Generative Adversarial Networks Usama Zafar André Teixeira Salman Toor FedML AAML 266 1 0 26 Mar 2025
FedTilt: Towards Multi-Level Fairness-Preserving and Robust Federated Learning Binghui Zhang Luis Mares De La Cruz Binghui Wang FedML 132 0 0 15 Mar 2025
Federated Smoothing ADMM for Localization Reza Mirzaeifard Ashkan Moradi Masahiro Yukawa Stefan Werner FedML 110 0 0 13 Mar 2025
FedPCA: Noise-Robust Fair Federated Learning via Performance-Capacity Analysis Nannan Wu Zengqiang Yan Nong Sang Li Yu Chang Wen Chen 148 0 0 13 Mar 2025
Detecting Backdoor Attacks in Federated Learning via Direction Alignment InspectionComputer Vision and Pattern Recognition (CVPR), 2025 Jiahao Xu Zikai Zhang Rui Hu AAML FedML 483 10 0 11 Mar 2025
Runtime Backdoor Detection for Federated Learning via Representational Dissimilarity AnalysisIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2025 Xinming Zhang Xiaoyong Xue Xiaoning Du Xiaofei Xie Wenshu Fan Meng Sun FedML AAML 185 1 0 06 Mar 2025
Controlled privacy leakage propagation throughout overlapping grouped learningIEEE Journal on Selected Areas in Information Theory (JSAIT), 2025 Shahrzad Kiani Franziska Boenisch S. Draper FedML 250 0 0 06 Mar 2025
A Lightweight and Secure Deep Learning Model for Privacy-Preserving Federated Learning in Intelligent EnterprisesIEEE Internet of Things Journal (IEEE IoT J.), 2024 Reza Fotohi Fereidoon Shams Aliee Bahar Farahani FedML 231 14 0 03 Mar 2025
FedSV: Byzantine-Robust Federated Learning via Shapley Value Khaoula Otmani Rachid Elazouzi Vincent Labatut FedML AAML 376 8 0 24 Feb 2025