Personalized Federated Learning With Graph Mar 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Feb 28, 2022 Autonomous Driving Domain Generalization
Code Code Available Sky Computing: Accelerating Geo-distributed Computing in Federated Learning Feb 24, 2022 Distributed Computing Federated Learning
Code Code Available Privacy Leakage of Adversarial Training Models in Federated Learning Systems Feb 21, 2022 Federated Learning
Code Code Available LAMP: Extracting Text from Gradients with Language Model Priors Feb 17, 2022 Federated Learning Language Modeling
Code Code Available Exploring Deep Reinforcement Learning-Assisted Federated Learning for Online Resource Allocation in Privacy-Persevering EdgeIoT Feb 15, 2022 Deep Reinforcement Learning Edge-computing
Code Code Available OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification Feb 15, 2022 Federated Learning Inference Attack
Code Code Available UA-FedRec: Untargeted Attack on Federated News Recommendation Feb 14, 2022 Federated Learning News Recommendation
Code Code Available Federated Learning of Generative Image Priors for MRI Reconstruction Feb 8, 2022 Federated Learning MRI Reconstruction
Code Code Available APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning Feb 8, 2022 Federated Learning Privacy Preserving
Code Code Available FL_PyTorch: optimization research simulator for federated learning Feb 7, 2022 Federated Learning GPU
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning Feb 5, 2022 Emotion Recognition Federated Learning
Code Code Available Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available Proportional Fairness in Federated Learning Feb 3, 2022 Fairness Federated Learning
Code Code Available Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank? Feb 1, 2022 Distributed Optimization Federated Learning
Code Code Available FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks Jan 28, 2022 Federated Learning Node Classification
Code Code Available Speeding up Heterogeneous Federated Learning with Sequentially Trained Superclients Jan 26, 2022 Federated Learning Image Classification
Code Code Available Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning Jan 24, 2022 Federated Learning Second-order methods
Code Code Available FedMed-GAN: Federated Domain Translation on Unsupervised Cross-Modality Brain Image Synthesis Jan 22, 2022 Federated Learning Image Generation
Code Code Available Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available FedBalancer: Data and Pace Control for Efficient Federated Learning on Heterogeneous Clients Jan 5, 2022 Federated Learning
Code Code Available Robust Federated Learning With Noisy and Heterogeneous Clients Jan 1, 2022 Federated Learning
Code Code Available Learn From Others and Be Yourself in Heterogeneous Federated Learning Jan 1, 2022 Continual Learning Federated Learning
Code Code Available Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition Dec 23, 2021 Face Recognition Federated Learning
Code Code Available DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images Dec 20, 2021 Federated Learning image-classification
Code Code Available Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better Dec 18, 2021 Federated Learning
Code Code Available Federated Learning with Superquantile Aggregation for Heterogeneous Data Dec 17, 2021 Federated Learning
Code Code Available Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available Scatterbrained: A flexible and expandable pattern for decentralized machine learning Dec 14, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Specificity-Preserving Federated Learning for MR Image Reconstruction Dec 9, 2021 Federated Learning Image Reconstruction
Code Code Available Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks Dec 7, 2021 Autonomous Vehicles Deep Reinforcement Learning
Code Code Available Catastrophic Data Leakage in Vertical Federated Learning Dec 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available Personalized Federated Learning with Adaptive Batchnorm for Healthcare Dec 1, 2021 Federated Learning Personalized Federated Learning
Code Code Available Projected Federated Averaging with Heterogeneous Differential Privacy Dec 1, 2021 Federated Learning
Code Code Available Evaluating Gradient Inversion Attacks and Defenses in Federated Learning Nov 30, 2021 Federated Learning
Code Code Available SPATL: Salient Parameter Aggregation and Transfer Learning for Heterogeneous Clients in Federated Learning Nov 29, 2021 Federated Learning Transfer Learning
Code Code Available Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning Nov 28, 2021 Federated Learning Privacy Preserving
Code Code Available FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks Nov 22, 2021 Benchmarking Federated Learning
Code Code Available Decentralized Federated Learning through Proxy Model Sharing Nov 22, 2021 Diagnostic Federated Learning
Code Code Available Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Nov 18, 2021 COVID-19 Diagnosis Diagnostic
Code Code Available Differentially Private Federated Learning on Heterogeneous Data Nov 17, 2021 Federated Learning
Code Code Available Personalized Federated Learning through Local Memorization Nov 17, 2021 Binary Classification Fairness
Code Code Available Power Allocation for Wireless Federated Learning using Graph Neural Networks Nov 15, 2021 Federated Learning
Code Code Available Eluding Secure Aggregation in Federated Learning via Model Inconsistency Nov 14, 2021 Federated Learning
Code Code Available Federated Learning Based on Dynamic Regularization Nov 8, 2021 Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
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