A Survey for Federated Learning Evaluations: Goals and Measures Aug 23, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles Between Client Data Subspaces Sep 21, 2022 Federated Learning
Code Code Available 5 Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation Mar 17, 2022 Entity Embeddings Federated Learning
Code Code Available 5 FedTADBench: Federated Time-Series Anomaly Detection Benchmark Dec 19, 2022 Anomaly Detection Federated Learning
Code Code Available 5 A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee Aug 1, 2021 Federated Learning
Code Code Available 5 Efficient On-device Training via Gradient Filtering Jan 1, 2023 Federated Learning image-classification
Code Code Available 5 Efficient Personalized Federated Learning via Sparse Model-Adaptation May 4, 2023 Federated Learning model
Code Code Available 5 Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization Mar 18, 2022 Federated Learning Personalized Federated Learning
Code Code Available 5 EHRFL: Federated Learning Framework for Institution-Specific Model Construction using Electronic Health Records Apr 20, 2024 Federated Learning
Code Code Available 5 FedVSR: Towards Model-Agnostic Federated Learning in Video Super-Resolution Mar 17, 2025 Federated Learning Federated Learning (Video Super-Resolution)
Code Code Available 5 Eluding Secure Aggregation in Federated Learning via Model Inconsistency Nov 14, 2021 Federated Learning
Code Code Available 5 Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available 5 A New Federated Learning Framework Against Gradient Inversion Attacks Dec 10, 2024 Federated Learning Privacy Preserving
Code Code Available 5 End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things Mar 30, 2020 Federated Learning
Code Code Available 5 FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models Oct 12, 2024 Arithmetic Reasoning Federated Learning
Code Code Available 5 Few-Shot Model Agnostic Federated Learning Oct 10, 2022 Federated Learning model
Code Code Available 5 FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot Learning
Code Code Available 5 End-to-End Speech Recognition from Federated Acoustic Models Apr 29, 2021 2k 4k
Code Code Available 5 Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications Apr 24, 2023 Federated Learning
Code Code Available 5 Energy-Latency Attacks via Sponge Poisoning Mar 14, 2022 Classification Federated Learning
Code Code Available 5 FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction May 26, 2022 Domain Generalization Federated Learning
Code Code Available 5 FedAS: Bridging Inconsistency in Personalized Federated Learning Jan 1, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Proportional Fairness in Federated Learning Feb 3, 2022 Fairness Federated Learning
Code Code Available 5 Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach Feb 24, 2021 Federated Learning Generative Adversarial Network
Code Code Available 5 Evaluating Gradient Inversion Attacks and Defenses in Federated Learning Nov 30, 2021 Federated Learning
Code Code Available 5 Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things Mar 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available 5 FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning Oct 23, 2022 Backdoor Attack backdoor defense
Code Code Available 5 FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning Feb 9, 2024 All Federated Learning
Code Code Available 5 FedAUX: Leveraging Unlabeled Auxiliary Data in Federated Learning Feb 4, 2021 Federated Learning Unsupervised Pre-training
Code Code Available 5 ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing Jun 8, 2020 CPU Federated Learning
Code Code Available 5 Feature-based Federated Transfer Learning: Communication Efficiency, Robustness and Privacy May 15, 2024 Federated Learning image-classification
Code Code Available 5 FLTracer: Accurate Poisoning Attack Provenance in Federated Learning Oct 20, 2023 Anomaly Detection Federated Learning
Code Code Available 5 Exploiting Label Skews in Federated Learning with Model Concatenation Dec 11, 2023 Federated Learning image-classification
Code Code Available 5 FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations Mar 25, 2022 Federated Learning Quantization
Code Code Available 5 Exploiting Shared Representations for Personalized Federated Learning Feb 14, 2021 Federated Learning Meta-Learning
Code Code Available 5 A Coupled Design of Exploiting Record Similarity for Practical Vertical Federated Learning Jun 11, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 FACMIC: Federated Adaptative CLIP Model for Medical Image Classification Oct 8, 2024 Domain Adaptation Federated Learning
Code Code Available 5 Exploring Deep Reinforcement Learning-Assisted Federated Learning for Online Resource Allocation in Privacy-Persevering EdgeIoT Feb 15, 2022 Deep Reinforcement Learning Edge-computing
Code Code Available 5 Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation Apr 14, 2022 Federated Learning Privacy Preserving
Code Code Available 5 Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks Mar 13, 2025 Federated Learning Privacy Preserving
Code Code Available 5 Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning Sep 28, 2023 Domain Generalization Federated Learning
Code Code Available 5 Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction Feb 6, 2025 Federated Learning MRI Reconstruction
Code Code Available 5 Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning Aug 19, 2021 All Fairness
Code Code Available 5 Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection Mar 18, 2025 Federated Learning Generative Adversarial Network
Code Code Available 5 FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things Sep 29, 2023 Benchmarking Federated Learning
Code Code Available 5 Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching Mar 12, 2025 Fairness Federated Learning
Code Code Available 5 FedALA: Adaptive Local Aggregation for Personalized Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available 5 Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities Jun 17, 2024 Federated Learning
Code Code Available 5 Fast Federated Learning in the Presence of Arbitrary Device Unavailability Jun 8, 2021 Federated Learning
Code Code Available 5 FedAWA: Adaptive Optimization of Aggregation Weights in Federated Learning Using Client Vectors Mar 20, 2025 Federated Learning global-optimization
Code Code Available 5 