Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation Apr 12, 2023 channel selection Federated Learning
Code Code Available FedGH: Heterogeneous Federated Learning with Generalized Global Header Mar 23, 2023 Federated Learning Prediction
Code Code Available FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning Feb 27, 2023 Federated Learning Privacy Preserving
Code Code Available NVIDIA FLARE: Federated Learning from Simulation to Real-World Oct 24, 2022 Federated Learning Privacy Preserving
Code Code Available FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Oct 10, 2022 Federated Learning
Code Code Available OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization Oct 4, 2022 Federated Learning Privacy Preserving
Code Code Available DPAUC: Differentially Private AUC Computation in Federated Learning Aug 25, 2022 Federated Learning
Code Code Available MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare Jun 17, 2022 Federated Learning Knowledge Distillation
Code Code Available Secure & Private Federated Neuroimaging May 11, 2022 Federated Learning
Code Code Available FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning Aug 13, 2021 Federated Learning
Code Code Available FedML: A Research Library and Benchmark for Federated Machine Learning Jul 27, 2020 BIG-bench Machine Learning Distributed Computing
Code Code Available Adaptive Personalized Federated Learning Mar 30, 2020 Bilevel Optimization Federated Learning
Code Code Available Advances and Open Problems in Federated Learning Dec 10, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping Jun 13, 2025 Anomaly Detection Anomaly Detection In Surveillance Videos
Code Code Available ByzFL: Research Framework for Robust Federated Learning May 30, 2025 Benchmarking Federated Learning
Code Code Available The Panaceas for Improving Low-Rank Decomposition in Communication-Efficient Federated Learning May 29, 2025 Federated Learning
Code Code Available Hybrid Batch Normalisation: Resolving the Dilemma of Batch Normalisation in Federated Learning May 28, 2025 Federated Learning
Code Code Available FNBench: Benchmarking Robust Federated Learning against Noisy Labels May 10, 2025 Benchmarking Federated Learning
Code Code Available Private Federated Learning using Preference-Optimized Synthetic Data Apr 23, 2025 Federated Learning Prompt Engineering
Code Code Available mixEEG: Enhancing EEG Federated Learning for Cross-subject EEG Classification with Tailored mixup Apr 7, 2025 Domain Adaptation EEG
Code Code Available FLIP: Towards Comprehensive and Reliable Evaluation of Federated Prompt Learning Mar 28, 2025 Federated Learning Prompt 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 UltraFlwr -- An Efficient Federated Medical and Surgical Object Detection Framework Mar 19, 2025 Federated Learning Object
Code Code Available 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 Mind the Gap: Confidence Discrepancy Can Guide Federated Semi-Supervised Learning Across Pseudo-Mismatch Mar 17, 2025 Federated Learning Pseudo Label
Code Code Available FedVSR: Towards Model-Agnostic Federated Learning in Video Super-Resolution Mar 17, 2025 Federated Learning Federated Learning (Video Super-Resolution)
Code Code Available Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks Mar 13, 2025 Federated Learning Privacy Preserving
Code Code Available Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching Mar 12, 2025 Fairness Federated Learning
Code Code Available Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection Mar 11, 2025 Federated Learning
Code Code Available Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning Mar 9, 2025 Federated Learning
Code Code Available Secure On-Device Video OOD Detection Without Backpropagation Mar 8, 2025 Autonomous Driving Federated Learning
Code Code Available FedMABench: Benchmarking Mobile Agents on Decentralized Heterogeneous User Data Mar 7, 2025 Benchmarking Federated Learning
Code Code Available Subgraph Federated Learning for Local Generalization Mar 6, 2025 Federated Learning
Code Code Available Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Mar 4, 2025 Federated Learning Image Segmentation
Code Code Available FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients Feb 28, 2025 Federated Learning
Code Code Available Can Textual Gradient Work in Federated Learning? Feb 27, 2025 Federated Learning
Code Code Available Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs Feb 7, 2025 Federated Learning Medical Question Answering
Code Code Available Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction Feb 6, 2025 Federated Learning MRI Reconstruction
Code Code Available PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Feb 1, 2025 Denoising Federated Learning
Code Code Available Physics-Inspired Distributed Radio Map Estimation Feb 1, 2025 Federated Learning Physical Intuition
Code Code Available CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
Code Code Available Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification Jan 20, 2025 Federated Learning image-classification
Code Code Available UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration Jan 20, 2025 Federated Learning Privacy Preserving
Code Code Available Split Federated Learning Empowered Vehicular Edge Intelligence: Concept, Adaptive Design, and Future Directions Jan 13, 2025 Edge-computing Federated Learning
Code Code Available Federated Unlearning with Gradient Descent and Conflict Mitigation Dec 28, 2024 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 SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Dec 18, 2024 Federated Learning
Code Code Available Federated Foundation Models on Heterogeneous Time Series Dec 12, 2024 Anomaly Detection Federated Learning
Code Code Available Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Dec 10, 2024 Federated Learning Personalized Federated Learning
Code Code Available A New Federated Learning Framework Against Gradient Inversion Attacks Dec 10, 2024 Federated Learning Privacy Preserving
Code Code Available 