FedALA: Adaptive Local Aggregation for Personalized Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available FedAS: Bridging Inconsistency in Personalized Federated Learning Jan 1, 2024 Federated Learning Personalized Federated Learning
Code Code Available FedAWA: Adaptive Optimization of Aggregation Weights in Federated Learning Using Client Vectors Mar 20, 2025 Federated Learning global-optimization
Code Code Available Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications Apr 24, 2023 Federated Learning
Code Code Available FedCFA: Alleviating Simpson's Paradox in Model Aggregation with Counterfactual Federated Learning Dec 25, 2024 counterfactual Distributed Optimization
Code Code Available FedClassAvg: Local Representation Learning for Personalized Federated Learning on Heterogeneous Neural Networks Oct 25, 2022 Federated Learning Personalized Federated Learning
Code Code Available Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available FedCM: Federated Learning with Client-level Momentum Jun 21, 2021 Federated Learning
Code Code Available FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware Scheduler Sep 26, 2023 Federated Learning
Code Code Available FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients Feb 28, 2025 Federated Learning
Code Code Available FedCorr: Multi-Stage Federated Learning for Label Noise Correction Apr 10, 2022 Federated Learning Privacy Preserving
Code Code Available Bias Propagation in Federated Learning Sep 5, 2023 Fairness Federated Learning
Code Code Available FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction Mar 22, 2022 Federated Learning image-classification
Code Code Available FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning Sep 15, 2023 Data Augmentation Disentanglement
Code Code Available FedDefender: Backdoor Attack Defense in Federated Learning Jul 2, 2023 Backdoor Attack Data Poisoning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Sep 13, 2023 Federated Learning
Code Code Available FedDisco: Federated Learning with Discrepancy-Aware Collaboration May 30, 2023 Federated Learning
Code Code Available FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Feb 28, 2022 Autonomous Driving Domain Generalization
Code Code Available FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous Driving Sep 23, 2023 Autonomous Driving Domain Generalization
Code Code Available An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available Federated Bayesian Optimization via Thompson Sampling Oct 20, 2020 Bayesian Optimization Computational Efficiency
Code Code Available PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning Jan 4, 2024 class-incremental learning Class Incremental Learning
Code Code Available Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available Federated Continual Learning with Weighted Inter-client Transfer Mar 6, 2020 Continual Learning Federated Learning
Code Code Available Federated Cross Learning for Medical Image Segmentation Apr 5, 2022 Ensemble Learning Federated Learning
Code Code Available Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks Dec 7, 2021 Autonomous Vehicles Deep Reinforcement Learning
Code Code Available FedMood: Federated Learning on Mobile Health Data for Mood Detection Feb 6, 2021 BIG-bench Machine Learning Depression Detection
Code Code Available A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Nov 27, 2023 Federated Learning Privacy Preserving
Code Code Available Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available Federated Foundation Models on Heterogeneous Time Series Dec 12, 2024 Anomaly Detection Federated Learning
Code Code Available Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes Dec 11, 2023 Federated Learning Large Language Model
Code Code Available Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available Federated Incremental Semantic Segmentation Apr 10, 2023 Federated Learning Relation
Code Code Available Federated Learning as Variational Inference: A Scalable Expectation Propagation Approach Feb 8, 2023 Distributed Optimization Federated Learning
Code Code Available Federated Learning Based on Dynamic Regularization Nov 8, 2021 Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease Jul 7, 2021 Action Recognition Data Augmentation
Code Code Available Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS Apr 1, 2022 Autonomous Vehicles 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 Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method Sep 29, 2024 Federated Learning Learning Theory
Code Code Available A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning Mar 18, 2021 Federated Learning
Code Code Available Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
Code Code Available Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features Apr 28, 2022 Federated Learning Privacy Preserving
Code Code Available Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
Code Code Available Federated Learning on Non-IID Graphs via Structural Knowledge Sharing Nov 23, 2022 Federated Learning Graph Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
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