Provably Personalized and Robust Federated Learning Jun 14, 2023 Clustering Federated Learning
Code Code Available SplitFedZip: Learned Compression for Data Transfer Reduction in Split-Federated Learning Dec 18, 2024 Federated Learning Image Segmentation
Code Code Available Device-Wise Federated Network Pruning Jan 1, 2024 Edge-computing Federated Learning
Code Code Available PeFLL: Personalized Federated Learning by Learning to Learn Jun 8, 2023 Federated Learning Personalized Federated Learning
Code Code Available CollaFuse: Navigating Limited Resources and Privacy in Collaborative Generative AI Feb 29, 2024 Autonomous Driving Denoising
Code Code Available A deep cut into Split Federated Self-supervised Learning Jun 12, 2024 Federated Learning Self-Supervised Learning
Code Code Available Federated Neural Radiance Fields May 2, 2023 Federated Learning NeRF
Code Code Available Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning Apr 9, 2024 Federated Learning Network Pruning
Code Code Available F3: Fair and Federated Face Attribute Classification with Heterogeneous Data Sep 6, 2021 Attribute Classification
Code Code Available Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition Jul 21, 2023 Fairness Federated Learning
Code Code Available FedSPU: Personalized Federated Learning for Resource-constrained Devices with Stochastic Parameter Update Mar 18, 2024 Federated Learning Personalized Federated Learning
Code Code Available FAIR-FATE: Fair Federated Learning with Momentum Sep 27, 2022 Fairness Federated Learning
Code Code Available Federated Nearest Neighbor Classification with a Colony of Fruit-Flies: With Supplement Dec 14, 2021 Federated Learning Outlier Detection
Code Code Available FADAS: Towards Federated Adaptive Asynchronous Optimization Jul 25, 2024 Federated Learning Privacy Preserving
Code Code Available The Gaussian Mixing Mechanism: Renyi Differential Privacy via Gaussian Sketches May 30, 2025 Federated Learning
Code Code Available Demo: FedCampus: A Real-world Privacy-preserving Mobile Application for Smart Campus via Federated Learning & Analytics Aug 31, 2024 Federated Learning Privacy Preserving
Code Code Available Perfectly Accurate Membership Inference by a Dishonest Central Server in Federated Learning Mar 30, 2022 Federated Learning Inference Attack
Code Code Available FedStale: leveraging stale client updates in federated learning May 7, 2024 Federated Learning
Code Code Available FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness Reweighting Jun 5, 2024 Fairness Federated Learning
Code Code Available Split learning for health: Distributed deep learning without sharing raw patient data Dec 3, 2018 Deep Learning Federated Learning
Code Code Available FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein Estimator Oct 4, 2024 Domain Adaptation Domain Generalization
Code Code Available Federated Multi-Task Learning on Non-IID Data Silos: An Experimental Study Feb 20, 2024 Federated Learning Multi-Task Learning
Code Code Available LoGoFair: Post-Processing for Local and Global Fairness in Federated Learning Mar 21, 2025 Fairness Federated Learning
Code Code Available Adaptive Active Inference Agents for Heterogeneous and Lifelong Federated Learning Oct 9, 2024 Federated Learning
Code Code Available Decoupled Subgraph Federated Learning Feb 29, 2024 Federated Learning Node Classification
Code Code Available FedStyle: Style-Based Federated Learning Crowdsourcing Framework for Art Commissions Apr 25, 2024 Contrastive Learning Federated Learning
Code Code Available CollaFuse: Collaborative Diffusion Models Jun 20, 2024 Edge-computing Federated Learning
Code Code Available Long-Short History of Gradients is All You Need: Detecting Malicious and Unreliable Clients in Federated Learning Aug 14, 2022 All Federated Learning
Code Code Available Understanding and Improving Model Averaging in Federated Learning on Heterogeneous Data May 13, 2023 Federated Learning
Code Code Available Loop Improvement: An Efficient Approach for Extracting Shared Features from Heterogeneous Data without Central Server Mar 21, 2024 Federated Learning Multi-Task Learning
Code Code Available SCOTCH: An Efficient Secure Computation Framework for Secure Aggregation Jan 19, 2022 Federated Learning Privacy Preserving
Code Code Available SDBA: A Stealthy and Long-Lasting Durable Backdoor Attack in Federated Learning Sep 23, 2024 Backdoor Attack Federated Learning
Code Code Available PTF-FSR: A Parameter Transmission-Free Federated Sequential Recommender System Jun 8, 2024 Federated Learning Language Modelling
Code Code Available VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated Learning Nov 30, 2023 Autonomous Driving Edge-computing
Code Code Available FedSysID: A Federated Approach to Sample-Efficient System Identification Nov 25, 2022 Federated Learning
Code Code Available Federated Multi-Task Learning May 30, 2017 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Multimodal Learning with Dual Adapters and Selective Pruning for Communication and Computational Efficiency Mar 10, 2025 Computational Efficiency Federated Learning
Code Code Available PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning Jul 21, 2024 Fairness Federated Learning
Code Code Available Federated Multi-armed Bandits with Personalization Feb 25, 2021 Federated Learning Multi-Armed Bandits
Code Code Available Loss Tolerant Federated Learning May 8, 2021 Fairness Federated Learning
Code Code Available Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Dec 2, 2024 Brain Computer Interface EEG
Code Code Available Federated Machine Learning: Concept and Applications Feb 13, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Lossy Gradient Compression: How Much Accuracy Can One Bit Buy? Feb 6, 2022 Federated Learning
Code Code Available FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding? May 22, 2024 Federated Learning
Code Code Available Concealing Sensitive Samples against Gradient Leakage in Federated Learning Sep 13, 2022 Federated Learning Stochastic Optimization
Code Code Available Collaborative Unsupervised Visual Representation Learning from Decentralized Data Aug 14, 2021 Contrastive Learning Federated Learning
Code Code Available Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels Nov 24, 2022 Federated Learning Medical Diagnosis
Code Code Available Federated Low-Rank Adaptation for Foundation Models: A Survey May 16, 2025 Federated Learning Survey
Code Code Available Towards Fast and Stable Federated Learning: Confronting Heterogeneity via Knowledge Anchor Dec 5, 2023 Federated Learning
Code Code Available QBI: Quantile-Based Bias Initialization for Efficient Private Data Reconstruction in Federated Learning Jun 26, 2024 Federated Learning Sentiment Analysis
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