Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks Jan 17, 2023 Federated Learning
Code Code Available Federated Learning under Heterogeneous and Correlated Client Availability Jan 11, 2023 Federated Learning
Code Code Available Rethinking Federated Learning With Domain Shift: A Prototype View Jan 1, 2023 Federated Learning Privacy Preserving
Code Code Available Efficient On-device Training via Gradient Filtering Jan 1, 2023 Federated Learning image-classification
Code Code Available ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients Jan 1, 2023 Federated Learning SST-2
Code Code Available When Federated Learning Meets Pre-trained Language Models' Parameter-Efficient Tuning Methods Dec 20, 2022 Federated Learning
Code Code Available FedTADBench: Federated Time-Series Anomaly Detection Benchmark Dec 19, 2022 Anomaly Detection Federated Learning
Code Code Available Modeling Global Distribution for Federated Learning with Label Distribution Skew Dec 17, 2022 Federated Learning Generative Adversarial Network
Code Code Available Tackling Data Heterogeneity in Federated Learning with Class Prototypes Dec 6, 2022 Federated Learning Personalized Federated Learning
Code Code Available On the effectiveness of partial variance reduction in federated learning with heterogeneous data Dec 5, 2022 Diversity Federated Learning
Code Code Available FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction Dec 3, 2022 Federated Learning model
Code Code Available FedALA: Adaptive Local Aggregation for Personalized Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available FedGS: Federated Graph-based Sampling with Arbitrary Client Availability Nov 25, 2022 Federated Learning
Code Code Available Knowledge-Aware Federated Active Learning with Non-IID Data Nov 24, 2022 Active Learning 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 A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
Code Code Available Fed-TDA: Federated Tabular Data Augmentation on Non-IID Data Nov 22, 2022 Data Augmentation Federated Learning
Code Code Available FedDCT: Federated Learning of Large Convolutional Neural Networks on Resource Constrained Devices using Divide and Collaborative Training Nov 20, 2022 Federated Learning
Code Code Available DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics Nov 20, 2022 Federated Learning
Code Code Available FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data Nov 17, 2022 Classifier calibration Federated Learning
Code Code Available Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Nov 15, 2022 Federated Learning
Code Code Available Federated Adaptive Prompt Tuning for Multi-Domain Collaborative Learning Nov 15, 2022 Federated Learning image-classification
Code Code Available FedCL: Federated Multi-Phase Curriculum Learning to Synchronously Correlate User Heterogeneity Nov 14, 2022 Federated Learning Knowledge Distillation
Code Code Available Universal EHR Federated Learning Framework Nov 14, 2022 Federated Learning
Code Code Available FedLesScan: Mitigating Stragglers in Serverless Federated Learning Nov 10, 2022 Federated Learning
Code Code Available Enhancing Efficiency in Multidevice Federated Learning through Data Selection Nov 8, 2022 Federated Learning
Code Code Available Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design Nov 8, 2022 Federated Learning
Code Code Available FedTP: Federated Learning by Transformer Personalization Nov 3, 2022 Federated Learning Personalized Federated Learning
Code Code Available TorchFL: A Performant Library for Bootstrapping Federated Learning Experiments Nov 1, 2022 Federated Learning
Code Code Available Fast-Convergent Federated Learning via Cyclic Aggregation Oct 29, 2022 Federated Learning
Code Code Available Machine Unlearning of Federated Clusters Oct 28, 2022 Clustering Federated Learning
Code Code Available FedClassAvg: Local Representation Learning for Personalized Federated Learning on Heterogeneous Neural Networks Oct 25, 2022 Federated Learning Personalized Federated Learning
Code Code Available SWIFT: Rapid Decentralized Federated Learning via Wait-Free Model Communication Oct 25, 2022 Federated Learning image-classification
Code Code Available FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning Oct 23, 2022 Backdoor Attack backdoor defense
Code Code Available Learning to Invert: Simple Adaptive Attacks for Gradient Inversion in Federated Learning Oct 19, 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 Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning Oct 14, 2022 Federated Learning
Code Code Available Label Inference Attacks Against Vertical Federated Learning Oct 10, 2022 Federated Learning Vertical Federated Learning
Code Code Available Few-Shot Model Agnostic Federated Learning Oct 10, 2022 Federated Learning model
Code Code Available CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning Oct 6, 2022 Federated Learning
Code Code Available Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning Oct 5, 2022 Autonomous Driving Domain Adaptation
Code Code Available TabLeak: Tabular Data Leakage in Federated Learning Oct 4, 2022 Federated Learning Reconstruction Attack
Code Code Available Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Oct 3, 2022 Domain Generalization Federated Learning
Code Code Available Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning Oct 1, 2022 Federated Learning
Code Code Available Sparse Random Networks for Communication-Efficient Federated Learning Sep 30, 2022 Federated Learning
Code Code Available Rethinking Data Heterogeneity in Federated Learning: Introducing a New Notion and Standard Benchmarks Sep 30, 2022 Federated Learning
Code Code Available Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles Between Client Data Subspaces Sep 21, 2022 Federated Learning
Code Code Available Characterizing Internal Evasion Attacks in Federated Learning Sep 17, 2022 Adversarial Robustness Federated Learning
Code Code Available Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Sep 12, 2022 Federated Learning image-classification
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