FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning Dec 14, 2023 Computational Efficiency Federated Learning
Code Code Available CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available Language-Guided Transformer for Federated Multi-Label Classification Dec 12, 2023 Classification Federated Learning
Code Code Available Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes Dec 11, 2023 Federated Learning Large Language Model
Code Code Available Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images Dec 11, 2023 Federated Learning whole slide images
Code Code Available Exploiting Label Skews in Federated Learning with Model Concatenation Dec 11, 2023 Federated Learning image-classification
Code Code Available Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts Dec 5, 2023 Active Learning Diversity
Code Code Available Unlocking the Potential of Federated Learning: The Symphony of Dataset Distillation via Deep Generative Latents Dec 3, 2023 Dataset Distillation Federated Learning
Code Code Available Communication-Efficient Heterogeneous Federated Learning with Generalized Heavy-Ball Momentum Nov 30, 2023 Federated Learning
Code Code Available Federated Learning with Diffusion Models for Privacy-Sensitive Vision Tasks Nov 28, 2023 Federated Learning Image Generation
Code Code Available FedECA: A Federated External Control Arm Method for Causal Inference with Time-To-Event Data in Distributed Settings Nov 28, 2023 Causal Inference Federated Learning
Code Code Available VeryFL: A Verify Federated Learning Framework Embedded with Blockchain Nov 27, 2023 Federated Learning
Code Code Available A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Nov 27, 2023 Federated Learning Privacy Preserving
Code Code Available FedHCA^2: Towards Hetero-Client Federated Multi-Task Learning Nov 22, 2023 Decoder Federated Learning
Code Code Available FedRA: A Random Allocation Strategy for Federated Tuning to Unleash the Power of Heterogeneous Clients Nov 19, 2023 Federated Learning
Code Code Available FedFusion: Manifold Driven Federated Learning for Multi-satellite and Multi-modality Fusion Nov 16, 2023 Edge-computing Federated Learning
Code Code Available FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning Nov 12, 2023 Federated Learning reinforcement-learning
Code Code Available Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark Nov 12, 2023 Fairness Federated Learning
Code Code Available Data Valuation and Detections in Federated Learning Nov 9, 2023 Data Valuation Federated Learning
Code Code Available Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available Adaptive Test-Time Personalization for Federated Learning Oct 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning Oct 27, 2023 Federated Learning Personalized Federated Learning
Code Code Available Navigating Data Heterogeneity in Federated Learning A Semi-Supervised Federated Object Detection Oct 26, 2023 Autonomous Driving Federated Learning
Code Code Available Serverless Federated Learning with flwr-serverless Oct 23, 2023 Federated Learning
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 FLTracer: Accurate Poisoning Attack Provenance in Federated Learning Oct 20, 2023 Anomaly Detection Federated Learning
Code Code Available Passive Inference Attacks on Split Learning via Adversarial Regularization Oct 16, 2023 Federated Learning
Code Code Available VFLAIR: A Research Library and Benchmark for Vertical Federated Learning Oct 15, 2023 Federated Learning Vertical Federated Learning
Code Code Available Sample-Driven Federated Learning for Energy-Efficient and Real-Time IoT Sensing Oct 11, 2023 Federated Learning
Code Code Available FedFed: Feature Distillation against Data Heterogeneity in Federated Learning Oct 8, 2023 Federated Learning
Code Code Available FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated Learning Oct 6, 2023 Federated Learning
Code Code Available On the Power of Adaptive Weighted Aggregation in Heterogeneous Federated Learning and Beyond Oct 4, 2023 Diversity Federated Learning
Code Code Available FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things Sep 29, 2023 Benchmarking Federated Learning
Code Code Available Resisting Backdoor Attacks in Federated Learning via Bidirectional Elections and Individual Perspective Sep 28, 2023 Federated Learning
Code Code Available Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning Sep 28, 2023 Domain Generalization Federated Learning
Code Code Available A Comprehensive View of Personalized Federated Learning on Heterogeneous Clinical Datasets Sep 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware Scheduler Sep 26, 2023 Federated Learning
Code Code Available FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous Driving Sep 23, 2023 Autonomous Driving Domain Generalization
Code Code Available Lockdown: Backdoor Defense for Federated Learning with Isolated Subspace Training Sep 21, 2023 backdoor defense Distributed Computing
Code Code Available Lockdown: Backdoor Defense for Federated Learning with Isolated Subspace Training Sep 21, 2023 backdoor defense Distributed Computing
Code Code Available 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 Towards Energy-Aware Federated Traffic Prediction for Cellular Networks Sep 19, 2023 Federated Learning Prediction
Code Code Available FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning Sep 15, 2023 Data Augmentation Disentanglement
Code Code Available FedJudge: Federated Legal Large Language Model Sep 15, 2023 Continual Learning Federated Learning
Code Code Available FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Sep 13, 2023 Federated Learning
Code Code Available Share Your Representation Only: Guaranteed Improvement of the Privacy-Utility Tradeoff in Federated Learning Sep 11, 2023 Federated Learning image-classification
Code Code Available Bias Propagation in Federated Learning Sep 5, 2023 Fairness Federated Learning
Code Code Available Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient Alignment Aug 31, 2023 Federated Learning Lesion Classification
Code Code Available CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available FwdLLM: Efficient FedLLM using Forward Gradient Aug 26, 2023 Federated Learning
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