FedGrad: Mitigating Backdoor Attacks in Federated Learning Through Local Ultimate Gradients Inspection Apr 29, 2023 Backdoor Attack Federated Learning
Code Code Available 5 FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations Feb 2, 2023 Federated Learning global-optimization
Code Code Available 5 CADIS: Handling Cluster-skewed Non-IID Data in Federated Learning with Clustered Aggregation and Knowledge DIStilled Regularization Feb 21, 2023 Federated Learning Knowledge Distillation
Code Code Available 5 FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness Reweighting Jun 5, 2024 Fairness Federated Learning
Code Code Available 5 FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation Aug 21, 2024 Disentanglement Federated Learning
Code Code Available 5 Decoupled Subgraph Federated Learning Feb 29, 2024 Federated Learning Node Classification
Code Code Available 5 Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation Jun 13, 2025 Federated Learning
Code Code Available 5 An effective and efficient green federated learning method for one-layer neural networks Dec 22, 2023 Edge-computing Federated Learning
Code Code Available 5 FedFT: Improving Communication Performance for Federated Learning with Frequency Space Transformation Sep 8, 2024 Federated Learning
Code Code Available 5 Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions Mar 1, 2024 Fairness Federated Learning
Code Code Available 5 FedFTN: Personalized Federated Learning with Deep Feature Transformation Network for Multi-institutional Low-count PET Denoising Apr 2, 2023 Denoising Federated Learning
Code Code Available 5 FedFOR: Stateless Heterogeneous Federated Learning with First-Order Regularization Sep 21, 2022 Federated Learning
Code Code Available 5 FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devices Jul 4, 2023 Federated Learning Indoor Localization
Code Code Available 5 FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation Sep 30, 2023 Federated Learning
Code Code Available 5 Federating Dynamic Models using Early-Exit Architectures for Automatic Speech Recognition on Heterogeneous Clients May 27, 2024 Automatic Speech Recognition Federated Learning
Code Code Available 5 Federated Zeroth-Order Optimization using Trajectory-Informed Surrogate Gradients Aug 8, 2023 Adversarial Attack Federated Learning
Code Code Available 5 FedExP: Speeding Up Federated Averaging via Extrapolation Jan 23, 2023 Federated Learning
Code Code Available 5 Federated User Preference Modeling for Privacy-Preserving Cross-Domain Recommendation Aug 26, 2024 Federated Learning Privacy Preserving
Code Code Available 5 An Interactive Framework for Implementing Privacy-Preserving Federated Learning: Experiments on Large Language Models Feb 11, 2025 Federated Learning Privacy Preserving
Code Code Available 5 Federated Visual Classification with Real-World Data Distribution Mar 18, 2020 Classification Diversity
Code Code Available 5 An Interpretable Client Decision Tree Aggregation process for Federated Learning Apr 3, 2024 Federated Learning
Code Code Available 5 Federated Unlearning via Class-Discriminative Pruning Oct 22, 2021 Federated Learning image-classification
Code Code Available 5 Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients Apr 8, 2025 Federated Learning image-classification
Code Code Available 5 Financial Data Analysis with Robust Federated Logistic Regression Apr 28, 2025 Federated Learning Multi-class Classification
Code Code Available 5 Federated Two Stage Decoupling With Adaptive Personalization Layers Aug 30, 2023 Clustering Federated Learning
Code Code Available 5 Federated Submodel Optimization for Hot and Cold Data Features Sep 16, 2021 Federated Learning
Code Code Available 5 Federated Stain Normalization for Computational Pathology Sep 29, 2022 Diversity Federated Learning
Code Code Available 5 Federated Survival Forests Feb 6, 2023 Federated Learning Missing Values
Code Code Available 5 Lottery Aware Sparsity Hunting: Enabling Federated Learning on Resource-Limited Edge Aug 27, 2022 Federated Learning Model Compression
Code Code Available 5 Federated Spectral Graph Transformers Meet Neural Ordinary Differential Equations for Non-IID Graphs Apr 16, 2025 Federated Learning Fraud Detection
Code Code Available 5 Federated Semi-Supervised Multi-Task Learning to Detect COVID-19 and Lungs Segmentation Marking Using Chest Radiography Images and Raspberry Pi Devices: An Internet of Medical Things Application Jul 24, 2021 Federated Learning Multi-Task Learning
Code Code Available 5 Federated singular value decomposition for high dimensional data May 24, 2022 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available 5 FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation Sep 5, 2024 Contrastive Learning Federated Learning
Code Code Available 5 Federated Prediction-Powered Inference from Decentralized Data Sep 3, 2024 Federated Learning Prediction
Code Code Available 5 Anomaly Detection through Unsupervised Federated Learning Sep 9, 2022 Anomaly Detection Federated Learning
Code Code Available 5 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 5 Blinder: End-to-end Privacy Protection in Sensing Systems via Personalized Federated Learning Sep 24, 2022 Federated Learning Meta-Learning
Code Code Available 5 Analysis of Privacy Leakage in Federated Large Language Models Mar 2, 2024 Federated Learning
Code Code Available 5 Federated Optimization for Heterogeneous Networks May 16, 2019 Federated Learning Multi-Task Learning
Code Code Available 5 FLGuard: Byzantine-Robust Federated Learning via Ensemble of Contrastive Models Mar 5, 2024 Contrastive Learning Federated Learning
Code Code Available 5 Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning Nov 24, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Federated Noisy Client Learning Jun 24, 2021 Federated Learning
Code Code Available 5 Federated Over-Air Subspace Tracking from Incomplete and Corrupted Data Feb 28, 2020 Federated Learning
Code Code Available 5 Federated Representation Learning in the Under-Parameterized Regime Jun 7, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Federated Nearest Neighbor Classification with a Colony of Fruit-Flies: With Supplement Dec 14, 2021 Federated Learning Outlier Detection
Code Code Available 5 Federated Neural Radiance Fields May 2, 2023 Federated Learning NeRF
Code Code Available 5 FLrce: Resource-Efficient Federated Learning with Early-Stopping Strategy Oct 15, 2023 Deep Learning Federated Learning
Code Code Available 5 Federated Multi-Task Learning on Non-IID Data Silos: An Experimental Study Feb 20, 2024 Federated Learning Multi-Task Learning
Code Code Available 5 Federated Multimodal Learning with Dual Adapters and Selective Pruning for Communication and Computational Efficiency Mar 10, 2025 Computational Efficiency Federated Learning
Code Code Available 5 Federated Multi-Task Learning May 30, 2017 BIG-bench Machine Learning Federated Learning
Code Code Available 5 