Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available 5 Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available 5 Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration Sep 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available 5 Federated Learning via Inexact ADMM Apr 22, 2022 Federated Learning
Code Code Available 5 Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available 5 Personalized Federated Learning with Adaptive Batchnorm for Healthcare Dec 1, 2021 Federated Learning Personalized Federated Learning
Code Code Available 5 Federated Learning with Cooperating Devices: A Consensus Approach for Massive IoT Networks Dec 27, 2019 Federated Learning
Code Code Available 5 Federated Learning with Diffusion Models for Privacy-Sensitive Vision Tasks Nov 28, 2023 Federated Learning Image Generation
Code Code Available 5 C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available 5 ByzFL: Research Framework for Robust Federated Learning May 30, 2025 Benchmarking Federated Learning
Code Code Available 5 Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift Oct 24, 2024 Clustering Federated Learning
Code Code Available 5 CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks Jan 17, 2023 Federated Learning
Code Code Available 5 Can Foundation Models Help Us Achieve Perfect Secrecy? May 27, 2022 Federated Learning In-Context Learning
Code Code Available 5 Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
Code Code Available 5 CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available 5 CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available 5 Catastrophic Data Leakage in Vertical Federated Learning Dec 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
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 A Federated Data-Driven Evolutionary Algorithm Feb 16, 2021 Federated Learning Management
Code Code Available 5 FedDR -- Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization Mar 5, 2021 Federated Learning
Code Code Available 5 Federated Learning with Taskonomy for Non-IID Data Mar 29, 2021 Fairness Federated Learning
Code Code Available 5 Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation Mar 18, 2024 Brain Tumor Segmentation Federated Learning
Code Code Available 5 FwdLLM: Efficient FedLLM using Forward Gradient Aug 26, 2023 Federated Learning
Code Code Available 5 Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available 5 Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off Feb 10, 2024 Federated Learning
Code Code Available 5 Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Mar 4, 2025 Federated Learning Image Segmentation
Code Code Available 5 A federated graph neural network framework for privacy-preserving personalization Jun 2, 2022 Federated Learning Graph Neural Network
Code Code Available 5 CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available 5 A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison Oct 19, 2021 Activity Recognition Federated Learning
Code Code Available 5 Federated Reconstruction: Partially Local Federated Learning Feb 5, 2021 Collaborative Filtering Federated Learning
Code Code Available 5 A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Nov 27, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning May 12, 2021 Clustering Federated Learning
Code Code Available 5 CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness Federated Learning
Code Code Available 5 CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available 5 Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
Code Code Available 5 Federated Transfer Learning for EEG Signal Classification Apr 26, 2020 Classification Domain Adaptation
Code Code Available 5 Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available 5 Federated Unlearning: A Survey on Methods, Design Guidelines, and Evaluation Metrics Jan 10, 2024 Federated Learning
Code Code Available 5 Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available 5 Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Sep 12, 2022 Federated Learning image-classification
Code Code Available 5 Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoT Jul 1, 2020 Edge-computing Federated Learning
Code Code Available 5 FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data Nov 17, 2022 Classifier calibration Federated Learning
Code Code Available 5 FedFly: Towards Migration in Edge-based Distributed Federated Learning Nov 2, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Federated Foundation Models on Heterogeneous Time Series Dec 12, 2024 Anomaly Detection Federated Learning
Code Code Available 5 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction Sep 12, 2019 Distributed Optimization Federated Learning
Code Code Available 5 Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data Jul 15, 2022 Federated Learning Model Compression
Code Code Available 5 A Survey for Federated Learning Evaluations: Goals and Measures Aug 23, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
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