FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning Aug 24, 2023 Continual Learning Federated Learning
Code Code Available A Survey for Federated Learning Evaluations: Goals and Measures Aug 23, 2023 Federated Learning Privacy Preserving
Code Code Available Understanding Hessian Alignment for Domain Generalization Aug 22, 2023 Autonomous Vehicles Domain Generalization
Code Code Available FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning Aug 21, 2023 Federated Learning Knowledge Distillation
Code Code Available ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection Aug 20, 2023 Domain Generalization Face Presentation Attack Detection
Code Code Available Flamingo: Multi-Round Single-Server Secure Aggregation with Applications to Private Federated Learning Aug 19, 2023 Federated Learning
Code Code Available Understanding the Role of Layer Normalization in Label-Skewed Federated Learning Aug 18, 2023 Federated Learning
Code Code Available Towards Attack-tolerant Federated Learning via Critical Parameter Analysis Aug 18, 2023 Federated Learning
Code Code Available APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service Aug 17, 2023 Federated Learning Privacy Preserving
Code Code Available FedPerfix: Towards Partial Model Personalization of Vision Transformers in Federated Learning Aug 17, 2023 Federated Learning Personalized Federated Learning
Code Code Available FedPop: Federated Population-based Hyperparameter Tuning Aug 16, 2023 Computational Efficiency Evolutionary Algorithms
Code Code Available Towards Instance-adaptive Inference for Federated Learning Aug 11, 2023 Federated Learning parameter-efficient fine-tuning
Code Code Available GIFD: A Generative Gradient Inversion Method with Feature Domain Optimization Aug 9, 2023 Federated Learning Image Generation
Code Code Available Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data Aug 7, 2023 Contrastive Learning Federated Learning
Code Code Available Physics-Driven Spectrum-Consistent Federated Learning for Palmprint Verification Aug 1, 2023 Federated Learning
Code Code Available You Can Backdoor Personalized Federated Learning Jul 29, 2023 Backdoor Attack Federated Learning
Code Code Available A Practical Recipe for Federated Learning Under Statistical Heterogeneity Experimental Design Jul 28, 2023 Experimental Design 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 Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available Mitigating Communications Threats in Decentralized Federated Learning through Moving Target Defense Jul 21, 2023 CPU Federated Learning
Code Code Available Heterogeneous Federated Learning: State-of-the-art and Research Challenges Jul 20, 2023 Federated Learning Survey
Code Code Available FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation Jul 20, 2023 Federated Learning image-classification
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 Towards Federated Foundation Models: Scalable Dataset Pipelines for Group-Structured Learning Jul 18, 2023 Federated Learning Language Modeling
Code Code Available FedDefender: Client-Side Attack-Tolerant Federated Learning Jul 18, 2023 Federated Learning Knowledge Distillation
Code Code Available L-DAWA: Layer-wise Divergence Aware Weight Aggregation in Federated Self-Supervised Visual Representation Learning Jul 14, 2023 Federated Learning Representation Learning
Code Code Available Locally Adaptive Federated Learning Jul 12, 2023 Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks Jul 5, 2023 Diversity Feature Correlation
Code Code Available FedDefender: Backdoor Attack Defense in Federated Learning Jul 2, 2023 Backdoor Attack Data Poisoning
Code Code Available FeSViBS: Federated Split Learning of Vision Transformer with Block Sampling Jun 26, 2023 Federated Learning
Code Code Available FedNoisy: Federated Noisy Label Learning Benchmark Jun 20, 2023 Federated Learning Learning with noisy labels
Code Code Available Personalized Federated Learning with Feature Alignment and Classifier Collaboration Jun 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network Jun 17, 2023 Backdoor Attack Federated Learning
Code Code Available Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available Fedstellar: A Platform for Decentralized Federated Learning Jun 16, 2023 Federated Learning
Code Code Available Federated Learning-based Vehicle Trajectory Prediction against Cyberattacks Jun 14, 2023 Federated Learning Prediction
Code Code Available Optimizing the Collaboration Structure in Cross-Silo Federated Learning Jun 10, 2023 Federated Learning
Code Code Available Fast Optimal Locally Private Mean Estimation via Random Projections Jun 7, 2023 Federated Learning
Code Code Available Hiding in Plain Sight: Disguising Data Stealing Attacks in Federated Learning Jun 5, 2023 Decoder Federated Learning
Code Code Available Model-aided Federated Reinforcement Learning for Multi-UAV Trajectory Planning in IoT Networks Jun 3, 2023 Federated Learning Multi-agent Reinforcement Learning
Code Code Available Forgettable Federated Linear Learning with Certified Data Unlearning Jun 3, 2023 Federated Learning Machine Unlearning
Code Code Available GPT-FL: Generative Pre-trained Model-Assisted Federated Learning Jun 3, 2023 Diversity Federated Learning
Code Code Available Surrogate Model Extension (SME): A Fast and Accurate Weight Update Attack on Federated Learning May 31, 2023 Federated Learning
Code Code Available FedDisco: Federated Learning with Discrepancy-Aware Collaboration May 30, 2023 Federated Learning
Code Code Available Federated Learning of Gboard Language Models with Differential Privacy May 29, 2023 Federated Learning
Code Code Available Federated Conformal Predictors for Distributed Uncertainty Quantification May 27, 2023 Conformal Prediction Federated Learning
Code Code Available FedZero: Leveraging Renewable Excess Energy in Federated Learning May 24, 2023 Federated Learning Scheduling
Code Code Available Federated Prompt Learning for Weather Foundation Models on Devices May 23, 2023 Cloud Computing Federated Learning
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