SCAFFOLD: Stochastic Controlled Averaging for Federated Learning Oct 14, 2019 Distributed Optimization Federated Learning
Code Code Available FedMD: Heterogenous Federated Learning via Model Distillation Oct 8, 2019 Federated Learning Knowledge Distillation
Code Code Available Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification Sep 13, 2019 Federated Learning General Classification
Code Code Available Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction Sep 12, 2019 Distributed Optimization Federated Learning
Code Code Available Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available On Analog Gradient Descent Learning over Multiple Access Fading Channels Aug 20, 2019 Federated Learning
Code Code Available On the Convergence of FedAvg on Non-IID Data Jul 4, 2019 Edge-computing Federated Learning
Code Code Available Interpret Federated Learning with Shapley Values May 11, 2019 Feature Importance Federated Learning
Code Code Available Differentially Private Learning with Adaptive Clipping May 9, 2019 Federated Learning
Code Code Available Towards Federated Learning at Scale: System Design Feb 4, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available Federated Optimization in Heterogeneous Networks Dec 14, 2018 Distributed Optimization Federated Learning
Code Code Available Applied Federated Learning: Improving Google Keyboard Query Suggestions Dec 7, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning Dec 3, 2018 Deep Learning Federated Learning
Code Code Available LEAF: A Benchmark for Federated Settings Dec 3, 2018 Autonomous Vehicles Benchmarking
Code Code Available Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available How To Backdoor Federated Learning Jul 2, 2018 Anomaly Detection Data Poisoning
Code Code Available Differentially Private Federated Learning: A Client Level Perspective Dec 20, 2017 Federated Learning Privacy Preserving
Code Code Available Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent May 16, 2017 BIG-bench Machine Learning Federated Learning
Code Code Available Communication-Efficient Learning of Deep Networks from Decentralized Data Feb 17, 2016 Federated Learning Speech Recognition
Code Code Available A Distributed Generative AI Approach for Heterogeneous Multi-Domain Environments under Data Sharing constraints Jul 17, 2025 Federated Learning Image Generation
Code Code Available Federated Learning for Commercial Image Sources Jul 17, 2025 Federated Learning image-classification
— Unverified FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Jul 17, 2025 Fairness Federated Learning
— Unverified Safeguarding Federated Learning-based Road Condition Classification Jul 16, 2025 Autonomous Driving Classification
— Unverified Site-Level Fine-Tuning with Progressive Layer Freezing: Towards Robust Prediction of Bronchopulmonary Dysplasia from Day-1 Chest Radiographs in Extremely Preterm Infants Jul 16, 2025 Federated Learning Prognosis
— Unverified Federated Learning in Open- and Closed-Loop EMG Decoding: A Privacy and Performance Perspective Jul 16, 2025 Federated Learning Privacy Preserving
— Unverified A Bayesian Incentive Mechanism for Poison-Resilient Federated Learning Jul 16, 2025 Data Poisoning Federated Learning
— Unverified Self-Adaptive and Robust Federated Spectrum Sensing without Benign Majority for Cellular Networks Jul 16, 2025 Data Poisoning Federated Learning
— Unverified A Privacy-Preserving Framework for Advertising Personalization Incorporating Federated Learning and Differential Privacy Jul 16, 2025 Anomaly Detection Federated Learning
— Unverified Sporadic Federated Learning Approach in Quantum Environment to Tackle Quantum Noise Jul 15, 2025 Federated Learning
— Unverified FLsim: A Modular and Library-Agnostic Simulation Framework for Federated Learning Jul 15, 2025 Benchmarking Federated Learning
Code Code Available D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data Jul 15, 2025 Federated Learning Time Series
— Unverified Quantized Rank Reduction: A Communications-Efficient Federated Learning Scheme for Network-Critical Applications Jul 15, 2025 Federated Learning Quantization
— Unverified ZKP-FedEval: Verifiable and Privacy-Preserving Federated Evaluation using Zero-Knowledge Proofs Jul 15, 2025 Activity Recognition Federated Learning
— Unverified Efficient Federated Learning with Heterogeneous Data and Adaptive Dropout Jul 14, 2025 Federated Learning
— Unverified Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation Jul 14, 2025 Domain Adaptation Federated Learning
Code Code Available Privacy-Preserving Multi-Stage Fall Detection Framework with Semi-supervised Federated Learning and Robotic Vision Confirmation Jul 14, 2025 Federated Learning Indoor Localization
— Unverified MTF-Grasp: A Multi-tier Federated Learning Approach for Robotic Grasping Jul 14, 2025 Federated Learning Robotic Grasping
— Unverified Convergence of Agnostic Federated Averaging Jul 14, 2025 Federated Learning
— Unverified Feature Distillation is the Better Choice for Model-Heterogeneous Federated Learning Jul 14, 2025 Federated Learning Knowledge Distillation
— Unverified DRAGD: A Federated Unlearning Data Reconstruction Attack Based on Gradient Differences Jul 13, 2025 Federated Learning Reconstruction Attack
— Unverified Federated Learning with Graph-Based Aggregation for Traffic Forecasting Jul 13, 2025 Federated Learning Graph Learning
— Unverified Lightweight Federated Learning over Wireless Edge Networks Jul 13, 2025 Bayesian Optimization Federated Learning
— Unverified FedGSCA: Medical Federated Learning with Global Sample Selector and Client Adaptive Adjuster under Label Noise Jul 13, 2025 Federated Learning image-classification
— Unverified SFedKD: Sequential Federated Learning with Discrepancy-Aware Multi-Teacher Knowledge Distillation Jul 11, 2025 Federated Learning Knowledge Distillation
— Unverified Model Parallelism With Subnetwork Data Parallelism Jul 11, 2025 Attribute Federated Learning
— Unverified Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift Jul 11, 2025 Collaborative Fairness Fairness
— Unverified Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry Detection Jul 11, 2025 Computational Efficiency Federated Learning
Code Code Available HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric Jul 10, 2025 Federated Learning Privacy Preserving
— Unverified Sparse Self-Federated Learning for Energy Efficient Cooperative Intelligence in Society 5.0 Jul 10, 2025 Federated Learning Privacy Preserving
— Unverified 