GRNN: Generative Regression Neural Network -- A Data Leakage Attack for Federated Learning May 2, 2021 Federated Learning Generative Adversarial Network
Code Code Available FedProto: Federated Prototype Learning across Heterogeneous Clients May 1, 2021 Federated Learning
Code Code Available Federated Learning with Fair Averaging Apr 30, 2021 Fairness Federated Learning
Code Code Available PPFL: Privacy-preserving Federated Learning with Trusted Execution Environments Apr 29, 2021 CPU Federated Learning
Code Code Available End-to-End Speech Recognition from Federated Acoustic Models Apr 29, 2021 2k 4k
Code Code Available Federated Learning for Malware Detection in IoT Devices Apr 15, 2021 Federated Learning Malware Detection
Code Code Available FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks Apr 14, 2021 Federated Learning Graph Neural Network
Code Code Available Practical Defences Against Model Inversion Attacks for Split Neural Networks Apr 12, 2021 Federated Learning
Code Code Available PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN Apr 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available Model-Contrastive Federated Learning Mar 30, 2021 Contrastive Learning Federated Learning
Code Code Available Federated Learning with Taskonomy for Non-IID Data Mar 29, 2021 Fairness Federated Learning
Code Code Available A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning Mar 18, 2021 Federated Learning
Code Code Available A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available 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 Personalized Federated Learning using Hypernetworks Mar 8, 2021 Federated Learning Personalized Federated Learning
Code Code Available FedDR -- Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization Mar 5, 2021 Federated Learning
Code Code Available Distributed Dynamic Map Fusion via Federated Learning for Intelligent Networked Vehicles Mar 5, 2021 Federated Learning Knowledge Distillation
Code Code Available Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices Mar 4, 2021 Distributed Optimization Federated Learning
Code Code Available Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things Mar 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning Mar 3, 2021 Federated Learning Image Reconstruction
Code Code Available PFA: Privacy-preserving Federated Adaptation for Effective Model Personalization Mar 2, 2021 Federated Learning Privacy Preserving
Code Code Available Heterogeneity for the Win: One-Shot Federated Clustering Mar 1, 2021 Clustering Federated Learning
Code Code Available Scalable federated machine learning with FEDn Feb 27, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Practical and Private (Deep) Learning without Sampling or Shuffling Feb 26, 2021 Deep Learning Federated Learning
Code Code Available Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach Feb 24, 2021 Federated Learning Generative Adversarial Network
Code Code Available Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems Feb 19, 2021 Federated Learning
Code Code Available Label Leakage and Protection in Two-party Split Learning Feb 17, 2021 Federated Learning Vocal Bursts Valence Prediction
Code Code Available A Federated Data-Driven Evolutionary Algorithm Feb 16, 2021 Federated Learning Management
Code Code Available FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Feb 15, 2021 Autonomous Driving Federated Learning
Code Code Available Exploiting Shared Representations for Personalized Federated Learning Feb 14, 2021 Federated Learning Meta-Learning
Code Code Available A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available Robust Federated Learning with Attack-Adaptive Aggregation Feb 10, 2021 Federated Learning Model Poisoning
Code Code Available CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available Training Federated GANs with Theoretical Guarantees: A Universal Aggregation Approach Feb 9, 2021 Federated Learning
Code Code Available FedMood: Federated Learning on Mobile Health Data for Mood Detection Feb 6, 2021 BIG-bench Machine Learning Depression Detection
Code Code Available Federated Reconstruction: Partially Local Federated Learning Feb 5, 2021 Collaborative Filtering Federated Learning
Code Code Available FedAUX: Leveraging Unlabeled Auxiliary Data in Federated Learning Feb 4, 2021 Federated Learning Unsupervised Pre-training
Code Code Available Federated Learning on Non-IID Data Silos: An Experimental Study Feb 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Multi-Armed Bandits Jan 28, 2021 Federated Learning Multi-Armed Bandits
Code Code Available Edge Federated Learning Via Unit-Modulus Over-The-Air Computation Jan 28, 2021 Autonomous Driving Federated Learning
Code Code Available Dopamine: Differentially Private Federated Learning on Medical Data Jan 27, 2021 Federated Learning
Code Code Available Robust Blockchained Federated Learning with Model Validation and Proof-of-Stake Inspired Consensus Jan 9, 2021 Federated Learning
Code Code Available Opportunities of Federated Learning in Connected, Cooperative and Automated Industrial Systems Jan 9, 2021 Federated Learning
Code Code Available PFL-MoE: Personalized Federated Learning Based on Mixture of Experts Dec 31, 2020 Decision Making Federated Learning
Code Code Available FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping Dec 27, 2020 Federated Learning
Code Code Available Learning from History for Byzantine Robust Optimization Dec 18, 2020 Federated Learning Stochastic Optimization
Code Code Available Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning Dec 16, 2020 Federated Learning Intrusion Detection
Code Code Available Personalized Federated Learning with First Order Model Optimization Dec 15, 2020 Federated Learning model
Code Code Available Communication-Efficient Federated Learning with Compensated Overlap-FedAvg Dec 12, 2020 Data Compression Federated Learning
Code Code Available Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective Dec 8, 2020 Federated Learning
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