Overcoming Data and Model Heterogeneities in Decentralized Federated Learning via Synthetic Anchors May 19, 2024 Domain Adaptation Federated Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Over-the-Air Federated Learning via Second-Order Optimization Mar 29, 2022 Federated Learning
Code Code Available Parameterized Knowledge Transfer for Personalized Federated Learning Nov 4, 2021 Federated Learning Personalized Federated Learning
Code Code Available Passive Inference Attacks on Split Learning via Adversarial Regularization Oct 16, 2023 Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Performance Optimization for Federated Person Re-identification via Benchmark Analysis Aug 26, 2020 Federated Learning Knowledge Distillation
Code Code Available Personalized Federated Continual Learning via Multi-granularity Prompt Jun 27, 2024 Continual Learning Federated Learning
Code Code Available Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity May 2, 2021 Federated Learning Personalized Federated Learning
Code Code Available Personalized Federated Learning using Hypernetworks Mar 8, 2021 Federated Learning Personalized Federated Learning
Code Code Available Personalized Federated Learning via Variational Bayesian Inference Jun 16, 2022 Bayesian Inference Diversity
Code Code Available Personalized Federated Learning With Graph Mar 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available Personalized Federated Learning with Feature Alignment and Classifier Collaboration Jun 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms Oct 11, 2020 Federated Learning
Code Code Available Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available Personalizing Federated Medical Image Segmentation via Local Calibration Jul 11, 2022 channel selection Federated Learning
Code Code Available PFA: Privacy-preserving Federated Adaptation for Effective Model Personalization Mar 2, 2021 Federated Learning Privacy Preserving
Code Code Available PFL-MoE: Personalized Federated Learning Based on Mixture of Experts Dec 31, 2020 Decision Making Federated Learning
Code Code Available Make Landscape Flatter in Differentially Private Federated Learning Mar 20, 2023 Federated Learning
Code Code Available A Novel Privacy-Preserved Recommender System Framework based on Federated Learning Nov 11, 2020 Federated Learning Recommendation Systems
— Unverified A Novel Pearson Correlation-Based Merging Algorithm for Robust Distributed Machine Learning with Heterogeneous Data Jan 19, 2025 Data Poisoning Federated Learning
— Unverified Advancing Deep Learning through Probability Engineering: A Pragmatic Paradigm for Modern AI Mar 19, 2025 Deep Learning Federated Learning
— Unverified A novel parameter decoupling approach of personalized federated learning for image analysis May 15, 2023 Federated Learning Personalized Federated Learning
— Unverified A Comprehensive Review of Techniques, Algorithms, Advancements, Challenges, and Clinical Applications of Multi-modal Medical Image Fusion for Improved Diagnosis May 18, 2025 Anatomy Computational Efficiency
— Unverified Can Fair Federated Learning reduce the need for Personalisation? May 4, 2023 Federated Learning
— Unverified A Novel Neural Network-Based Federated Learning System for Imbalanced and Non-IID Data Nov 16, 2023 Edge-computing Federated Learning
— Unverified A Novel Framework of Horizontal-Vertical Hybrid Federated Learning for EdgeIoT Oct 2, 2024 Edge-computing Federated Learning
— Unverified A Novel Federated Learning-Based IDS for Enhancing UAVs Privacy and Security Dec 7, 2023 Federated Learning Intrusion Detection
— Unverified Advances in Robust Federated Learning: Heterogeneity Considerations May 16, 2024 Diversity Federated Learning
— Unverified Accelerated Federated Learning with Decoupled Adaptive Optimization Jul 14, 2022 Federated Learning
— Unverified A Novel Attribute Reconstruction Attack in Federated Learning Aug 16, 2021 Attribute Federated Learning
— Unverified A Novel Algorithm for Personalized Federated Learning: Knowledge Distillation with Weighted Combination Loss Apr 6, 2025 Federated Learning Knowledge Distillation
— Unverified An Optimization Framework for Federated Edge Learning Nov 26, 2021 Edge-computing Federated Learning
— Unverified An Optimal Transport Approach to Personalized Federated Learning Jun 6, 2022 Federated Learning Personalized Federated Learning
— Unverified Advances and Open Challenges in Federated Foundation Models Apr 23, 2024 Computational Efficiency Federated Learning
— Unverified A Comparative Study of Sampling Methods with Cross-Validation in the FedHome Framework Jun 4, 2024 Federated Learning
— Unverified An Operator Splitting View of Federated Learning Aug 12, 2021 Federated Learning
— Unverified Anonymizing Data for Privacy-Preserving Federated Learning Feb 21, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Advances and Challenges in Meta-Learning: A Technical Review Jul 10, 2023 Continual Learning Domain Adaptation
— Unverified An On-Device Federated Learning Approach for Cooperative Model Update between Edge Devices Feb 27, 2020 Anomaly Detection Federated Learning
— Unverified Advancements of federated learning towards privacy preservation: from federated learning to split learning Nov 25, 2020 BIG-bench Machine Learning Federated Learning
— Unverified A Comparative Study of Federated Learning Models for COVID-19 Detection Mar 28, 2023 Federated Learning Medical Image Analysis
— Unverified Accelerated Convergence of Stochastic Heavy Ball Method under Anisotropic Gradient Noise Dec 22, 2023 Federated Learning
— Unverified Random Client Selection on Contrastive Federated Learning for Tabular Data May 16, 2025 Federated Learning Privacy Preserving
— Unverified Anomaly Detection via Federated Learning Oct 12, 2022 Anomaly Detection Federated Learning
— Unverified Advancements in Federated Learning: Models, Methods, and Privacy Feb 22, 2023 Federated Learning Privacy Preserving
— Unverified Advanced Relay-Based Collaborative Framework for Optimizing Synchronization in Split Federated Learning over Wireless Networks Mar 18, 2025 Edge-computing Federated Learning
— Unverified Anomaly Detection in Double-entry Bookkeeping Data by Federated Learning System with Non-model Sharing Approach Jan 22, 2025 Anomaly Detection Dimensionality Reduction
— Unverified A Comparative Evaluation of FedAvg and Per-FedAvg Algorithms for Dirichlet Distributed Heterogeneous Data Sep 3, 2023 Federated Learning
— Unverified 