Personalized Federated Learning with Adaptive Batchnorm for Healthcare Dec 1, 2021 Federated Learning Personalized Federated Learning
Code Code Available Public Data-Assisted Mirror Descent for Private Model Training Dec 1, 2021 Federated Learning
— Unverified Federated-EM with heterogeneity mitigation and variance reduction Dec 1, 2021 Federated Learning Imputation
— Unverified Delayed Gradient Averaging: Tolerate the Communication Latency for Federated Learning Dec 1, 2021 Federated Learning
— Unverified Breaking the centralized barrier for cross-device federated learning Dec 1, 2021 Federated Learning
— Unverified FedDR – Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization Dec 1, 2021 Federated Learning
— Unverified Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning Dec 1, 2021 BIG-bench Machine Learning Fairness
— Unverified Catastrophic Data Leakage in Vertical Federated Learning Dec 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available Boosting with Multiple Sources Dec 1, 2021 Federated Learning
— Unverified Sageflow: Robust Federated Learning against Both Stragglers and Adversaries Dec 1, 2021 Federated Learning
— Unverified PartialFed: Cross-Domain Personalized Federated Learning via Partial Initialization Dec 1, 2021 Federated Learning medical image detection
— Unverified Federated Split Task-Agnostic Vision Transformer for COVID-19 CXR Diagnosis Dec 1, 2021 COVID-19 Diagnosis Federated Learning
— Unverified Evaluating Gradient Inversion Attacks and Defenses in Federated Learning Nov 30, 2021 Federated Learning
Code Code Available Communication-Efficient Federated Learning via Quantized Compressed Sensing Nov 30, 2021 compressed sensing Federated Learning
— Unverified The Impact of Data Distribution on Fairness and Robustness in Federated Learning Nov 29, 2021 Fairness Federated Learning
Code Code Available Efficient Federated Learning for AIoT Applications Using Knowledge Distillation Nov 29, 2021 Federated Learning Knowledge Distillation
— Unverified Contextual Combinatorial Multi-output GP Bandits with Group Constraints Nov 29, 2021 Federated Learning Gaussian Processes
— Unverified Robust Federated Learning for execution time-based device model identification under label-flipping attack Nov 29, 2021 Federated Learning
— Unverified SPATL: Salient Parameter Aggregation and Transfer Learning for Heterogeneous Clients in Federated Learning Nov 29, 2021 Federated Learning Transfer Learning
Code Code Available FedHM: Efficient Federated Learning for Heterogeneous Models via Low-rank Factorization Nov 29, 2021 Distributed Computing Federated Learning
— Unverified Anomaly Localization in Model Gradients Under Backdoor Attacks Against Federated Learning Nov 29, 2021 Anomaly Localization Backdoor Attack
Code Code Available Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning Nov 28, 2021 Federated Learning Privacy Preserving
Code Code Available Fed2: Feature-Aligned Federated Learning Nov 28, 2021 Federated Learning
— Unverified Resource-Aware Asynchronous Online Federated Learning for Nonlinear Regression Nov 27, 2021 Federated Learning regression
— Unverified Dynamic Network-Assisted D2D-Aided Coded Distributed Learning Nov 26, 2021 Federated Learning
— Unverified Non-IID data and Continual Learning processes in Federated Learning: A long road ahead Nov 26, 2021 BIG-bench Machine Learning Continual Learning
— Unverified An Optimization Framework for Federated Edge Learning Nov 26, 2021 Edge-computing Federated Learning
— Unverified ExPLoit: Extracting Private Labels in Split Learning Nov 25, 2021 Federated Learning Image Classification
— Unverified FedDropoutAvg: Generalizable federated learning for histopathology image classification Nov 25, 2021 Classification Federated Learning
— Unverified On-Board Federated Learning for Dense LEO Constellations Nov 24, 2021 Earth Observation Federated Learning
— Unverified Jointly Learning from Decentralized (Federated) and Centralized Data to Mitigate Distribution Shift Nov 23, 2021 Federated Learning
— Unverified Forget-SVGD: Particle-Based Bayesian Federated Unlearning Nov 23, 2021 Bayesian Inference Federated Learning
— Unverified FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks Nov 22, 2021 Benchmarking Federated Learning
Code Code Available FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning Nov 22, 2021 Distributed Optimization Federated Learning
— Unverified Decentralized Federated Learning through Proxy Model Sharing Nov 22, 2021 Diagnostic Federated Learning
Code Code Available Privacy-preserving Federated Adversarial Domain Adaption over Feature Groups for Interpretability Nov 22, 2021 Domain Adaptation Federated Learning
— Unverified Federated Social Recommendation with Graph Neural Network Nov 21, 2021 Federated Learning Graph Neural Network
— Unverified Decentralized Unsupervised Learning of Visual Representations Nov 21, 2021 Contrastive Learning Federated Learning
— Unverified Satellite Based Computing Networks with Federated Learning Nov 20, 2021 Federated Learning
— Unverified Incentive Mechanisms for Federated Learning: From Economic and Game Theoretic Perspective Nov 20, 2021 Federated Learning
— Unverified Federated Learning with Domain Generalization Nov 20, 2021 Domain Generalization Federated Learning
— Unverified Client Selection in Federated Learning based on Gradients Importance Nov 19, 2021 Federated Learning
— Unverified An Expectation-Maximization Perspective on Federated Learning Nov 19, 2021 Federated Learning
— Unverified Over-the-Air Federated Learning with Retransmissions (Extended Version) Nov 19, 2021 Federated Learning
— Unverified Understanding Training-Data Leakage from Gradients in Neural Networks for Image Classification Nov 19, 2021 Attribute Federated Learning
Code Code Available A Novel Optimized Asynchronous Federated Learning Framework Nov 18, 2021 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 FLSys: Toward an Open Ecosystem for Federated Learning Mobile Apps Nov 17, 2021 Activity Recognition Data Augmentation
— Unverified Personalized Federated Learning through Local Memorization Nov 17, 2021 Binary Classification Fairness
Code Code Available A Vertical Federated Learning Method For Multi-Institutional Credit Scoring: MICS Nov 17, 2021 Federated Learning Vertical Federated Learning
— Unverified 