FL-Defender: Combating Targeted Attacks in Federated Learning Jul 2, 2022 Federated Learning
Code Code Available Federated Learning via Consensus Mechanism on Heterogeneous Data: A New Perspective on Convergence Nov 21, 2023 Fairness Federated Learning
Code Code Available FLea: Addressing Data Scarcity and Label Skew in Federated Learning via Privacy-preserving Feature Augmentation Jun 13, 2024 Federated Learning Privacy Preserving
Code Code Available FLea: Addressing Data Scarcity and Label Skew in Federated Learning via Privacy-preserving Feature Augmentation Dec 4, 2023 Federated Learning Privacy Preserving
Code Code Available Vertical Federated Learning with Missing Features During Training and Inference Oct 29, 2024 Federated Learning Vertical Federated Learning
Code Code Available Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training Dec 5, 2017 Federated Learning image-classification
Code Code Available Reliable Federated Disentangling Network for Non-IID Domain Feature Jan 30, 2023 Federated Learning
Code Code Available FLEE-GNN: A Federated Learning System for Edge-Enhanced Graph Neural Network in Analyzing Geospatial Resilience of Multicommodity Food Flows Oct 20, 2023 Federated Learning Graph Neural Network
Code Code Available Towards General Deep Leakage in Federated Learning Oct 18, 2021 Federated Learning Image Restoration
Code Code Available FLeNS: Federated Learning with Enhanced Nesterov-Newton Sketch Sep 23, 2024 Dimensionality Reduction Edge-computing
Code Code Available Personalized Federated Learning via Stacking Apr 16, 2024 Federated Learning Personalized Federated Learning
Code Code Available When Cars meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather Mar 20, 2024 Autonomous Vehicles Domain Adaptation
Code Code Available Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis Oct 30, 2024 Federated Learning
Code Code Available Federated Learning under Partially Class-Disjoint Data via Manifold Reshaping May 29, 2024 Federated Learning
Code Code Available Secure Federated Submodel Learning Nov 6, 2019 Federated Learning Position
Code Code Available Can we Generalize and Distribute Private Representation Learning? Oct 5, 2020 Federated Learning Generative Adversarial Network
Code Code Available Deep Gradient Compression Reduce the Communication Bandwidth For distributed Traning Dec 5, 2017 Federated Learning image-classification
Code Code Available MIA-BAD: An Approach for Enhancing Membership Inference Attack and its Mitigation with Federated Learning Nov 28, 2023 Federated Learning Inference Attack
Code Code Available Explainable Federated Bayesian Causal Inference and Its Application in Advanced Manufacturing Jan 10, 2025 Causal Inference Explainable artificial intelligence
Code Code Available MimiC: Combating Client Dropouts in Federated Learning by Mimicking Central Updates Jun 21, 2023 Federated Learning Privacy Preserving
Code Code Available Experimenting with Normalization Layers in Federated Learning on non-IID scenarios Mar 19, 2023 Federated Learning Privacy Preserving
Code Code Available FLGuard: Byzantine-Robust Federated Learning via Ensemble of Contrastive Models Mar 5, 2024 Contrastive Learning Federated Learning
Code Code Available Mind the Gap: Federated Learning Broadens Domain Generalization in Diagnostic AI Models Oct 1, 2023 Diagnostic Diversity
Code Code Available TrojanDam: Detection-Free Backdoor Defense in Federated Learning through Proactive Model Robustification utilizing OOD Data Apr 22, 2025 backdoor defense Federated Learning
Code Code Available FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality Prediction May 30, 2022 BIG-bench Machine Learning Binary Classification
Code Code Available Personalized Federated Learning with Contextual Modulation and Meta-Learning Dec 23, 2023 Federated Learning Meta-Learning
Code Code Available Flight: A FaaS-Based Framework for Complex and Hierarchical Federated Learning Sep 24, 2024 Federated Learning
Code Code Available AdaBest: Minimizing Client Drift in Federated Learning via Adaptive Bias Estimation Apr 27, 2022 Federated Learning
Code Code Available Federated Learning Under Attack: Exposing Vulnerabilities through Data Poisoning Attacks in Computer Networks Mar 5, 2024 Data Poisoning Federated Learning
Code Code Available RAIFLE: Reconstruction Attacks on Interaction-based Federated Learning with Adversarial Data Manipulation Oct 29, 2023 Federated Learning Information Retrieval
Code Code Available UnifyFL: Enabling Decentralized Cross-Silo Federated Learning Apr 26, 2025 Federated Learning
Code Code Available A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection Jul 23, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Learning on Patient Data for Privacy-Protecting Polycystic Ovary Syndrome Treatment Aug 22, 2023 Federated Learning
Code Code Available A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning Sep 8, 2022 Federated Learning Privacy Preserving
Code Code Available Deep Domain Isolation and Sample Clustered Federated Learning for Semantic Segmentation Oct 4, 2024 Federated Learning Semantic Segmentation
Code Code Available Mitigating Adversarial Attacks in Federated Learning with Trusted Execution Environments Sep 13, 2023 Autonomous Vehicles Federated Learning
Code Code Available Mitigating Adversarial Attacks on ECG Classification in Federated Learning via Adversarial Training May 1, 2025 ECG Classification Electrocardiography (ECG)
Code Code Available Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees Feb 5, 2024 Federated Learning
Code Code Available Decentralized Quantum Federated Learning for Metaverse: Analysis, Design and Implementation Jun 20, 2023 Federated Learning
Code Code Available FLoCoRA: Federated learning compression with low-rank adaptation Jun 20, 2024 Federated Learning Model Compression
Code Code Available Addressing Heterogeneity in Federated Learning via Distributional Transformation Oct 26, 2022 Data Augmentation Federated Learning
Code Code Available FLoRA: Enhancing Vision-Language Models with Parameter-Efficient Federated Learning Apr 12, 2024 Federated Learning Image Captioning
Code Code Available Federated Learning of Socially Appropriate Agent Behaviours in Simulated Home Environments Mar 12, 2024 Continual Learning Federated Learning
Code Code Available Towards Hyper-parameter-free Federated Learning Aug 30, 2024 Federated Learning
Code Code Available Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning Oct 28, 2024 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning of Models Pre-Trained on Different Features with Consensus Graphs Jun 2, 2023 Federated Learning Time Series
Code Code Available Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Feb 15, 2023 Federated Learning
Code Code Available Policy-Based Federated Learning Mar 14, 2020 Federated Learning image-classification
Code Code Available Flow: Per-Instance Personalized Federated Learning Through Dynamic Routing Nov 28, 2022 Federated Learning Personalized Federated Learning
Code Code Available FL-PLAS: Federated Learning with Partial Layer Aggregation for Backdoor Defense Against High-Ratio Malicious Clients May 17, 2025 backdoor defense Federated Learning
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