Federated Learning of Generative Image Priors for MRI Reconstruction Feb 8, 2022 Federated Learning MRI Reconstruction
Code Code Available Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization Oct 23, 2023 Federated Learning
Code Code Available Federated Learning on Non-IID Graphs via Structural Knowledge Sharing Nov 23, 2022 Federated Learning Graph Learning
Code Code Available Flame: Simplifying Topology Extension in Federated Learning May 9, 2023 Federated Learning
Code Code Available Federated Learning under Distributed Concept Drift Jun 1, 2022 Clustering Drift Detection
Code Code Available Federated Learning under Heterogeneous and Correlated Client Availability Jan 11, 2023 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 Federated Learning via Inexact ADMM Apr 22, 2022 Federated Learning
Code Code Available Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms Oct 11, 2020 Federated Learning
Code Code Available Personalized Federated Learning with Adaptive Batchnorm for Healthcare Dec 1, 2021 Federated Learning Personalized Federated Learning
Code Code Available A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
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 Adaptive Test-Time Personalization for Federated Learning Oct 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning with Extremely Noisy Clients via Negative Distillation Dec 20, 2023 Federated Learning Knowledge Distillation
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available Federated Learning with Partial Model Personalization Apr 8, 2022 Federated Learning model
Code Code Available Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML Sep 14, 2024 Federated Learning Privacy Preserving
Code Code Available FedDR -- Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization Mar 5, 2021 Federated Learning
Code Code Available Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation Mar 18, 2024 Brain Tumor Segmentation Federated Learning
Code Code Available Federated Model Aggregation via Self-Supervised Priors for Highly Imbalanced Medical Image Classification Jul 27, 2023 Federated Learning image-classification
Code Code Available Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Oct 15, 2021 Federated Learning
Code Code Available Federated Multi-organ Segmentation with Inconsistent Labels Jun 14, 2022 Decoder Federated Learning
Code Code Available Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence Oct 21, 2019 Federated Learning
Code Code Available Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available Federated Optimization Algorithms with Random Reshuffling and Gradient Compression Jun 14, 2022 Federated Learning Quantization
Code Code Available Federated Reconstruction: Partially Local Federated Learning Feb 5, 2021 Collaborative Filtering Federated Learning
Code Code Available Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning Jun 18, 2021 Adversarial Robustness Federated Learning
Code Code Available TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Mar 13, 2023 Continual Learning Exemplar-Free
Code Code Available Federated Self-Training for Semi-Supervised Audio Recognition Jul 14, 2021 Audio Classification Federated Learning
Code Code Available Federated Unlearning: A Survey on Methods, Design Guidelines, and Evaluation Metrics Jan 10, 2024 Federated Learning
Code Code Available Federated Unlearning: How to Efficiently Erase a Client in FL? Jul 12, 2022 Federated Learning
Code Code Available Federated Unsupervised Domain Generalization using Global and Local Alignment of Gradients May 25, 2024 Domain Generalization Federated Learning
Code Code Available FedFA: Federated Feature Augmentation Jan 30, 2023 Federated Learning
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available FedFly: Towards Migration in Edge-based Distributed Federated Learning Nov 2, 2021 Federated Learning Privacy Preserving
Code Code Available An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available FedForgery: Generalized Face Forgery Detection with Residual Federated Learning Oct 18, 2022 Federated Learning Image Generation
Code Code Available An Efficient Approach for Cross-Silo Federated Learning to Rank Jun 21, 2021 Federated Learning Learning-To-Rank
Code Code Available An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available FedGroup: Efficient Clustered Federated Learning via Decomposed Data-Driven Measure Oct 14, 2020 Clustering Federated Learning
Code Code Available FedHCA2: Towards Hetero-Client Federated Multi-Task Learning Jan 1, 2024 Decoder Federated Learning
Code Code Available FEDIC: Federated Learning on Non-IID and Long-Tailed Data via Calibrated Distillation Apr 30, 2022 Federated Learning Long-tail Learning
Code Code Available FedILC: Weighted Geometric Mean and Invariant Gradient Covariance for Federated Learning on Non-IID Data May 19, 2022 Federated Learning
Code Code Available An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available FedLesScan: Mitigating Stragglers in Serverless Federated Learning Nov 10, 2022 Federated Learning
Code Code Available Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
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