Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available 5 FedCorr: Multi-Stage Federated Learning for Label Noise Correction Apr 10, 2022 Federated Learning Privacy Preserving
Code Code Available 5 FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks Nov 22, 2021 Benchmarking Federated Learning
Code Code Available 5 FedILC: Weighted Geometric Mean and Invariant Gradient Covariance for Federated Learning on Non-IID Data May 19, 2022 Federated Learning
Code Code Available 5 FedLesScan: Mitigating Stragglers in Serverless Federated Learning Nov 10, 2022 Federated Learning
Code Code Available 5 FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction Mar 22, 2022 Federated Learning image-classification
Code Code Available 5 FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning Sep 15, 2023 Data Augmentation Disentanglement
Code Code Available 5 PFA: Privacy-preserving Federated Adaptation for Effective Model Personalization Mar 2, 2021 Federated Learning Privacy Preserving
Code Code Available 5 FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation May 4, 2022 Federated Learning Image Segmentation
Code Code Available 5 FedDefender: Backdoor Attack Defense in Federated Learning Jul 2, 2023 Backdoor Attack Data Poisoning
Code Code Available 5 FedDIP: Federated Learning with Extreme Dynamic Pruning and Incremental Regularization Sep 13, 2023 Federated Learning
Code Code Available 5 FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Mar 10, 2021 Domain Generalization Federated Learning
Code Code Available 5 FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning Sep 4, 2020 Bayesian Inference Federated Learning
Code Code Available 5 FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Feb 28, 2022 Autonomous Driving Domain Generalization
Code Code Available 5 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 5 Physics-Driven Spectrum-Consistent Federated Learning for Palmprint Verification Aug 1, 2023 Federated Learning
Code Code Available 5 Federated Bayesian Optimization via Thompson Sampling Oct 20, 2020 Bayesian Optimization Computational Efficiency
Code Code Available 5 Federated Adversarial Debiasing for Fair and Transferable Representations Aug 14, 2021 Domain Adaptation Federated Learning
Code Code Available 5 Federated Learning with Label Distribution Skew via Logits Calibration Sep 1, 2022 Federated Learning
Code Code Available 5 Power Allocation for Wireless Federated Learning using Graph Neural Networks Nov 15, 2021 Federated Learning
Code Code Available 5 PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning Jan 4, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Federated Composite Optimization Nov 17, 2020 Federated Learning
Code Code Available 5 Practical Defences Against Model Inversion Attacks for Split Neural Networks Apr 12, 2021 Federated Learning
Code Code Available 5 Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning Dec 16, 2020 Federated Learning Intrusion Detection
Code Code Available 5 ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available 5 Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification Jun 3, 2022 Deep Learning Federated Learning
Code Code Available 5 Federated Cross Learning for Medical Image Segmentation Apr 5, 2022 Ensemble Learning Federated Learning
Code Code Available 5 Fed-TDA: Federated Tabular Data Augmentation on Non-IID Data Nov 22, 2022 Data Augmentation Federated Learning
Code Code Available 5 Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks Dec 7, 2021 Autonomous Vehicles Deep Reinforcement Learning
Code Code Available 5 Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Oct 3, 2022 Domain Generalization Federated Learning
Code Code Available 5 Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better Dec 18, 2021 Federated Learning
Code Code Available 5 ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available 5 Federated Learning-based Vehicle Trajectory Prediction against Cyberattacks Jun 14, 2023 Federated Learning Prediction
Code Code Available 5 Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available 5 FwdLLM: Efficient FedLLM using Forward Gradient Aug 26, 2023 Federated Learning
Code Code Available 5 A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available 5 Federated Foundation Models on Heterogeneous Time Series Dec 12, 2024 Anomaly Detection Federated Learning
Code Code Available 5 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 5 Federated Generalized Bayesian Learning via Distributed Stein Variational Gradient Descent Sep 11, 2020 Bayesian Inference Federated Learning
Code Code Available 5 ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training Oct 11, 2021 Federated Learning Image Segmentation
Code Code Available 5 Projected Federated Averaging with Heterogeneous Differential Privacy Dec 1, 2021 Federated Learning
Code Code Available 5 Federated Incremental Semantic Segmentation Apr 10, 2023 Federated Learning Relation
Code Code Available 5 Federated Knowledge Distillation Nov 4, 2020 Federated Learning Knowledge Distillation
Code Code Available 5 Improving Generalization in Federated Learning by Seeking Flat Minima Mar 22, 2022 Domain Generalization Federated Learning
Code Code Available 5 Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available 5 Federated Learning Based on Dynamic Regularization Nov 8, 2021 Federated Learning
Code Code Available 5 TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance Dec 21, 2023 Explainable Models Fault localization
Code Code Available 5 Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Sep 21, 2020 Deep Learning Diagnostic
Code Code Available 5 Post Quantum Secure Blockchain-based Federated Learning for Mobile Edge Computing Feb 26, 2023 Autonomous Vehicles Edge-computing
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