An Empirical Study of Personalized Federated Learning Jun 27, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning Apr 7, 2020 Federated Learning
Code Code Available FedMed-GAN: Federated Domain Translation on Unsupervised Cross-Modality Brain Image Synthesis Jan 22, 2022 Federated Learning Image Generation
Code Code Available FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Jul 11, 2024 Diversity Federated Learning
Code Code Available Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Aug 26, 2020 Diversity Federated Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available FedMSE: Federated learning for IoT network intrusion detection Oct 18, 2024 Federated Learning Intrusion Detection
Code Code Available Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation Sep 2, 2024 Brain Tumor Segmentation Federated Learning
Code Code Available FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning Jun 17, 2022 Federated Learning Privacy Preserving
Code Code Available FedNoisy: Federated Noisy Label Learning Benchmark Jun 20, 2023 Federated Learning Learning with noisy labels
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available FedPerfix: Towards Partial Model Personalization of Vision Transformers in Federated Learning Aug 17, 2023 Federated Learning Personalized Federated Learning
Code Code Available FedPop: Federated Population-based Hyperparameter Tuning Aug 16, 2023 Computational Efficiency Evolutionary Algorithms
Code Code Available FedProc: Prototypical Contrastive Federated Learning on Non-IID data Sep 25, 2021 Federated Learning image-classification
Code Code Available FedRA: A Random Allocation Strategy for Federated Tuning to Unleash the Power of Heterogeneous Clients Nov 19, 2023 Federated Learning
Code Code Available FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Jun 28, 2022 Contrastive Learning Federated Learning
Code Code Available FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction Dec 3, 2022 Federated Learning model
Code Code Available FedScale: Benchmarking Model and System Performance of Federated Learning at Scale May 24, 2021 Benchmarking Federated Learning
Code Code Available FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning Aug 24, 2023 Continual Learning Federated Learning
Code Code Available FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation Jul 20, 2023 Federated Learning image-classification
Code Code Available FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning Dec 14, 2023 Computational Efficiency Federated Learning
Code Code Available Fedstellar: A Platform for Decentralized Federated Learning Jun 16, 2023 Federated Learning
Code Code Available Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data Aug 18, 2021 Federated Learning Privacy Preserving
Code Code Available FedTP: Federated Learning by Transformer Personalization Nov 3, 2022 Federated Learning Personalized Federated Learning
Code Code Available A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available A Distributed Trust Framework for Privacy-Preserving Machine Learning Jun 3, 2020 BIG-bench Machine Learning Data Poisoning
Code Code Available FeSViBS: Federated Split Learning of Vision Transformer with Block Sampling Jun 26, 2023 Federated Learning
Code Code Available FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction Jul 28, 2024 Federated Learning
Code Code Available Fine-tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning Mar 17, 2022 Data-free Knowledge Distillation Federated Learning
Code Code Available Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning Sep 2, 2021 Federated Learning Privacy Preserving
Code Code Available FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning Nov 12, 2023 Federated Learning reinforcement-learning
Code Code Available FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning Oct 23, 2022 Backdoor Attack backdoor defense
Code Code Available FLIP: Towards Comprehensive and Reliable Evaluation of Federated Prompt Learning Mar 28, 2025 Federated Learning Prompt Learning
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available Flower: A Friendly Federated Learning Research Framework Jul 28, 2020 Federated Learning
Code Code Available FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping Dec 27, 2020 Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective Oct 26, 2021 Federated Learning Model Poisoning
Code Code Available Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection Mar 18, 2025 Federated Learning Generative Adversarial Network
Code Code Available FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Oct 27, 2024 Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting Feb 13, 2023 Federated Learning
Code Code Available Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction Feb 6, 2025 Federated Learning MRI Reconstruction
Code Code Available Generative Models for Effective ML on Private, Decentralized Datasets Nov 15, 2019 Federated Learning
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
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