A Stochastic Optimization Framework for Private and Fair Learning From Decentralized Data Nov 12, 2024 Fairness Federated Learning
Code Code Available PPS-QMIX: Periodically Parameter Sharing for Accelerating Convergence of Multi-Agent Reinforcement Learning Mar 5, 2024 Federated Learning Multi-agent Reinforcement Learning
Code Code Available BAFFLE : Blockchain Based Aggregator Free Federated Learning Sep 16, 2019 Computational Efficiency Federated Learning
Code Code Available Federated Frank-Wolfe Algorithm Aug 19, 2024 Federated Learning Privacy Preserving
Code Code Available Efficient Federated Intrusion Detection in 5G ecosystem using optimized BERT-based model Sep 28, 2024 Federated Learning Intrusion Detection
Code Code Available Feature Distribution Matching for Federated Domain Generalization Mar 22, 2022 Domain Adaptation Domain Generalization
Code Code Available Real World Federated Learning with a Knowledge Distilled Transformer for Cardiac CT Imaging Jul 10, 2024 Federated Learning Partially Labeled Datasets
Code Code Available Federated Few-shot Learning for Cough Classification with Edge Devices Sep 3, 2023 Cough Classification Federated Learning
Code Code Available An Accuracy-Lossless Perturbation Method for Defending Privacy Attacks in Federated Learning Feb 23, 2020 Federated Learning
Code Code Available Efficient and Robust Regularized Federated Recommendation Nov 3, 2024 Federated Learning Recommendation Systems
Code Code Available Replica Tree-based Federated Learning using Limited Data Dec 28, 2023 Diversity Federated Learning
Code Code Available GTFLAT: Game Theory Based Add-On For Empowering Federated Learning Aggregation Techniques Dec 8, 2022 Federated Learning
Code Code Available GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning Sep 5, 2021 Computational Efficiency Federated Learning
Code Code Available Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Jul 5, 2023 Federated Learning Survey
Code Code Available Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit May 7, 2024 Federated Learning Thompson Sampling
Code Code Available Backdoor Attack is a Devil in Federated GAN-based Medical Image Synthesis Jul 2, 2022 Backdoor Attack Data Poisoning
Code Code Available A Whole-Process Certifiably Robust Aggregation Method Against Backdoor Attacks in Federated Learning Jun 30, 2024 Federated Learning
Code Code Available Handling Data Heterogeneity in Federated Learning via Knowledge Distillation and Fusion Jul 23, 2022 Data-free Knowledge Distillation Fairness
Code Code Available A Wasserstein Minimax Framework for Mixed Linear Regression Jun 14, 2021 Federated Learning regression
Code Code Available Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit Aug 8, 2024 Federated Learning Thompson Sampling
Code Code Available Practical Differentially Private and Byzantine-resilient Federated Learning Apr 15, 2023 Federated Learning Privacy Preserving
Code Code Available Federated f-Differential Privacy Feb 22, 2021 Federated Learning
Code Code Available Federated Fairness Analytics: Quantifying Fairness in Federated Learning Aug 15, 2024 Fairness Federated Learning
Code Code Available Congruent Learning for Self-Regulated Federated Learning in 6G Jan 10, 2024 Federated Learning Management
Code Code Available Towards Optimal Customized Architecture for Heterogeneous Federated Learning with Contrastive Cloud-Edge Model Decoupling Mar 4, 2024 Federated Learning
Code Code Available Harnessing the Power of Federated Learning in Federated Contextual Bandits Dec 26, 2023 Decision Making Federated Learning
Code Code Available TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservation Nov 9, 2024 Classification Federated Learning
Code Code Available Semi-Supervised Federated Learning for Keyword Spotting May 9, 2023 Federated Learning Keyword Spotting
Code Code Available TinyProto: Communication-Efficient Federated Learning with Sparse Prototypes in Resource-Constrained Environments Jul 6, 2025 Federated Learning
Code Code Available Adaptive Federated Learning with Auto-Tuned Clients Jun 19, 2023 Federated Learning
Code Code Available HCFL: A High Compression Approach for Communication-Efficient Federated Learning in Very Large Scale IoT Networks Apr 14, 2022 Federated Learning
Code Code Available MyDigiTwin: A Privacy-Preserving Framework for Personalized Cardiovascular Risk Prediction and Scenario Exploration Jan 21, 2025 Federated Learning Privacy Preserving
Code Code Available Achieving Model Fairness in Vertical Federated Learning Sep 17, 2021 BIG-bench Machine Learning Fairness
Code Code Available Continual Adaptation of Vision Transformers for Federated Learning Jun 16, 2023 Federated Learning image-classification
Code Code Available Federated Face Forgery Detection Learning with Personalized Representation Jun 17, 2024 Federated Learning Personalized Federated Learning
Code Code Available Effectiveness of Federated Learning and CNN Ensemble Architectures for Identifying Brain Tumors Using MRI Images Aug 28, 2022 Federated Learning
Code Code Available Comparative Evaluation of Clustered Federated Learning Methods Oct 18, 2024 Federated Learning image-classification
Code Code Available PraFFL: A Preference-Aware Scheme in Fair Federated Learning Apr 13, 2024 Fairness Federated Learning
Code Code Available Semi-Targeted Model Poisoning Attack on Federated Learning via Backward Error Analysis Mar 22, 2022 Backdoor Attack Federated Learning
Code Code Available TurboSVM-FL: Boosting Federated Learning through SVM Aggregation for Lazy Clients Jan 22, 2024 Federated Learning
Code Code Available Accelerating Federated Learning with a Global Biased Optimiser Aug 20, 2021 Federated Learning
Code Code Available Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting Feb 10, 2023 Domain Adaptation Federated Learning
Code Code Available Client Adaptation improves Federated Learning with Simulated Non-IID Clients Jul 9, 2020 Federated Learning
Code Code Available Towards Practical Federated Causal Structure Learning Jun 15, 2023 Federated Learning scientific discovery
Code Code Available Heterogeneous Datasets for Federated Survival Analysis Simulation Jan 28, 2023 Benchmarking Federated Learning
Code Code Available Near-Optimal Collaborative Learning in Bandits May 31, 2022 Federated Learning
Code Code Available Heterogeneous federated collaborative filtering using FAIR: Federated Averaging in Random Subspaces Nov 3, 2023 Collaborative Filtering Federated Learning
Code Code Available Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce Data Jan 1, 2024 Federated Learning Imputation
Code Code Available A V2X-based Privacy Preserving Federated Measuring and Learning System Jan 24, 2024 Autonomous Vehicles Decision Making
Code Code Available A dual approach for federated learning Jan 26, 2022 Federated Learning
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