A Universal Metric of Dataset Similarity for Cross-silo Federated Learning Apr 29, 2024 Federated Learning Privacy Preserving
Code Code Available SkyMask: Attack-agnostic Robust Federated Learning with Fine-grained Learnable Masks Dec 19, 2023 Federated Learning
Code Code Available CalFAT: Calibrated Federated Adversarial Training with Label Skewness May 30, 2022 Adversarial Robustness Federated Learning
Code Code Available Robust Aggregation for Federated Learning Dec 31, 2019 Additive models Federated Learning
Code Code Available FedCos: A Scene-adaptive Federated Optimization Enhancement for Performance Improvement Apr 7, 2022 Federated Learning
Code Code Available Privacy-Preserving Distributed Learning for Residential Short-Term Load Forecasting Feb 2, 2024 Federated Learning Load Forecasting
Code Code Available Robust and Communication-Efficient Federated Learning from Non-IID Data Mar 7, 2019 Federated Learning Privacy Preserving
Code Code Available Privacy-Preserving Edge Federated Learning for Intelligent Mobile-Health Systems May 9, 2024 Federated Learning Privacy Preserving
Code Code Available Robust and Communication-Efficient Federated Domain Adaptation via Random Features Nov 8, 2023 Domain Adaptation Federated Learning
Code Code Available Robust and Differentially Private Mean Estimation Feb 18, 2021 Federated Learning Meta-Learning
Code Code Available Anchor Sampling for Federated Learning with Partial Client Participation Jun 13, 2022 Federated Learning
Code Code Available UFGraphFR: An attempt at a federated recommendation system based on user text characteristics Jan 14, 2025 Attribute Federated Learning
Code Code Available Robust Asymmetric Heterogeneous Federated Learning with Corrupted Clients Mar 12, 2025 Contrastive Learning Data Augmentation
Code Code Available On Noisy Evaluation in Federated Hyperparameter Tuning Dec 17, 2022 Federated Learning
Code Code Available On the Importance and Applicability of Pre-Training for Federated Learning Jun 23, 2022 Federated Learning
Code Code Available 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 Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning Feb 8, 2025 Anomaly Detection Federated Learning
Code Code Available In-depth Analysis of Privacy Threats in Federated Learning for Medical Data Sep 27, 2024 Federated Learning
Code Code Available Towards the efficacy of federated prediction for epidemics on networks Dec 3, 2024 Federated Learning Graph Attention
Code Code Available Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation Jul 17, 2024 Federated Learning Prediction
Code Code Available Privacy Preserving Federated Learning in Medical Imaging with Uncertainty Estimation Jun 18, 2024 Federated Learning image-classification
Code Code Available On the Byzantine-Resilience of Distillation-Based Federated Learning Feb 19, 2024 Federated Learning Knowledge Distillation
Code Code Available An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects Jan 1, 2023 Causal Inference Federated Learning
Code Code Available A Federated Learning Benchmark for Drug-Target Interaction Feb 15, 2023 Federated Learning Privacy Preserving
Code Code Available On the Convergence of Clustered Federated Learning Feb 13, 2022 Federated Learning
Code Code Available Infinitely Divisible Noise in the Low Privacy Regime Oct 13, 2021 Federated Learning Privacy Preserving
Code Code Available A Federated Data-Driven Evolutionary Algorithm for Expensive Multi/Many-objective Optimization Jun 22, 2021 Evolutionary Algorithms Federated Learning
Code Code Available InFL-UX: A Toolkit for Web-Based Interactive Federated Learning Mar 6, 2025 Federated Learning
Code Code Available On the Convergence of Decentralized Federated Learning Under Imperfect Information Sharing Mar 19, 2023 Distributed Optimization Federated Learning
Code Code Available DROP: Poison Dilution via Knowledge Distillation for Federated Learning Feb 10, 2025 Data Poisoning Federated Learning
Code Code Available A Unified Solution to Diverse Heterogeneities in One-shot Federated Learning Oct 28, 2024 Federated Learning
Code Code Available On the Convergence of Federated Learning Algorithms without Data Similarity Feb 29, 2024 Federated Learning
Code Code Available Informed Greedy Algorithm for Scalable Bayesian Network Fusion via Minimum Cut Analysis Apr 1, 2025 Federated Learning
Code Code Available A Method to Reveal Speaker Identity in Distributed ASR Training, and How to Counter It Apr 15, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available A Lightweight and Secure Deep Learning Model for Privacy-Preserving Federated Learning in Intelligent Enterprises Mar 3, 2025 Federated Learning Privacy Preserving
Code Code Available Robust Federated Learning Against Poisoning Attacks: A GAN-Based Defense Framework Mar 26, 2025 Federated Learning Generative Adversarial Network
Code Code Available Robust Federated Learning by Mixture of Experts Apr 23, 2021 Federated Learning Mixture-of-Experts
Code Code Available UFPS: A unified framework for partially-annotated federated segmentation in heterogeneous data distribution Nov 16, 2023 Federated Learning Segmentation
Code Code Available Instance-wise Batch Label Restoration via Gradients in Federated Learning Feb 2, 2023 Federated Learning
Code Code Available Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning Feb 12, 2024 Decision Making Drift Detection
Code Code Available Task Diversity in Bayesian Federated Learning: Simultaneous Processing of Classification and Regression Dec 14, 2024 Computational Efficiency Diversity
Code Code Available A Joint Learning and Communications Framework for Federated Learning over Wireless Networks Sep 17, 2019 Federated Learning
Code Code Available TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels Jul 13, 2022 Federated Learning
Code Code Available ULDP-FL: Federated Learning with Across Silo User-Level Differential Privacy Aug 23, 2023 Federated Learning
Code Code Available Intelligent Client Selection for Federated Learning using Cellular Automata Oct 1, 2023 Federated Learning
Code Code Available On the Efficacy of Differentially Private Few-shot Image Classification Feb 2, 2023 Federated Learning Few-Shot Image Classification
Code Code Available On the Efficiency of Privacy Attacks in Federated Learning Apr 15, 2024 Federated Learning
Code Code Available Technical Insights and Legal Considerations for Advancing Federated Learning in Bioinformatics Mar 12, 2025 Federated Learning Translation
Code Code Available A Federated Approach to Predicting Emojis in Hindi Tweets Nov 11, 2022 Federated Learning
Code Code Available Towards Understanding Quality Challenges of the Federated Learning for Neural Networks: A First Look from the Lens of Robustness Jan 5, 2022 Data Poisoning Federated Learning
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