Optimization with Access to Auxiliary Information Jun 1, 2022 Federated Learning Transfer Learning
Code Code Available Pseudo-Data based Self-Supervised Federated Learning for Classification of Histopathological Images May 31, 2022 Contrastive Learning Diagnostic
— Unverified FedHarmony: Unlearning Scanner Bias with Distributed Data May 31, 2022 Federated Learning
Code Code Available Asynchronous Hierarchical Federated Learning May 31, 2022 Federated Learning image-classification
— Unverified VFed-SSD: Towards Practical Vertical Federated Advertising May 31, 2022 Federated Learning Knowledge Distillation
— Unverified A Computation and Communication Efficient Method for Distributed Nonconvex Problems in the Partial Participation Setting May 31, 2022 Distributed Optimization Federated Learning
— Unverified Near-Optimal Collaborative Learning in Bandits May 31, 2022 Federated Learning
Code Code Available Secure Federated Clustering May 31, 2022 Clustering Federated Learning
— Unverified Confederated Learning: Federated Learning with Decentralized Edge Servers May 30, 2022 Federated Learning Scheduling
— Unverified CalFAT: Calibrated Federated Adversarial Training with Label Skewness May 30, 2022 Adversarial Robustness Federated Learning
Code Code Available FedAUXfdp: Differentially Private One-Shot Federated Distillation May 30, 2022 Federated Learning
— Unverified FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation May 30, 2022 Federated Learning
Code Code Available Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity May 30, 2022 Fairness Federated Learning
— Unverified FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality Prediction May 30, 2022 BIG-bench Machine Learning Binary Classification
Code Code Available Maximizing Global Model Appeal in Federated Learning May 30, 2022 Federated Learning model
— Unverified Efficient Federated Learning with Spike Neural Networks for Traffic Sign Recognition May 28, 2022 Federated Learning Privacy Preserving
— Unverified FedAvg with Fine Tuning: Local Updates Lead to Representation Learning May 27, 2022 Diversity Federated Learning
— Unverified AsyncFedED: Asynchronous Federated Learning with Euclidean Distance based Adaptive Weight Aggregation May 27, 2022 Federated Learning
Code Code Available Federated Semi-Supervised Learning with Prototypical Networks May 27, 2022 Federated Learning
Code Code Available FedControl: When Control Theory Meets Federated Learning May 27, 2022 Federated Learning
— Unverified FadMan: Federated Anomaly Detection across Multiple Attributed Networks May 27, 2022 Anomaly Detection Data Integration
— Unverified Towards Communication-Learning Trade-off for Federated Learning at the Network Edge May 27, 2022 Federated Learning Network Pruning
— Unverified Combating Client Dropout in Federated Learning via Friend Model Substitution May 26, 2022 Federated Learning
— Unverified Encoded Gradients Aggregation against Gradient Leakage in Federated Learning May 26, 2022 Federated Learning
— Unverified Mixed Federated Learning: Joint Decentralized and Centralized Learning May 26, 2022 Federated Learning
— Unverified Federated Split BERT for Heterogeneous Text Classification May 26, 2022 Classification Federated Learning
— Unverified Federated Non-negative Matrix Factorization for Short Texts Topic Modeling with Mutual Information May 26, 2022 Federated Learning text-classification
— Unverified Cali3F: Calibrated Fast Fair Federated Recommendation System May 26, 2022 Fairness Federated Learning
— Unverified QUIC-FL: Quick Unbiased Compression for Federated Learning May 26, 2022 Federated Learning Quantization
— Unverified A Fair Federated Learning Framework With Reinforcement Learning May 26, 2022 Fairness Federated Learning
— Unverified A Unified Analysis of Federated Learning with Arbitrary Client Participation May 26, 2022 Federated Learning
— Unverified Scalable and Low-Latency Federated Learning with Cooperative Mobile Edge Networking May 25, 2022 Federated Learning
— Unverified Federated Adaptation of Reservoirs via Intrinsic Plasticity May 25, 2022 Federated Learning
— Unverified Federated Self-supervised Learning for Heterogeneous Clients May 25, 2022 Federated Learning Representation Learning
— Unverified VeriFi: Towards Verifiable Federated Unlearning May 25, 2022 Federated Learning
— Unverified FedEntropy: Efficient Device Grouping for Federated Learning Using Maximum Entropy Judgment May 24, 2022 Federated Learning
Code Code Available Federated singular value decomposition for high dimensional data May 24, 2022 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available Differentially Private AUC Computation in Vertical Federated Learning May 24, 2022 Federated Learning Vertical Federated Learning
— Unverified Wireless Ad Hoc Federated Learning: A Fully Distributed Cooperative Machine Learning May 24, 2022 Autonomous Vehicles BIG-bench Machine Learning
— Unverified PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning May 23, 2022 Attribute Decision Making
— Unverified Personalized Federated Learning with Server-Side Information May 23, 2022 Federated Learning Personalized Federated Learning
Code Code Available FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing May 23, 2022 Federated Learning Intrusion Detection
— Unverified FL Games: A federated learning framework for distribution shifts May 23, 2022 Federated Learning
— Unverified CELEST: Federated Learning for Globally Coordinated Threat Detection May 23, 2022 Active Learning Federated Learning
— Unverified FedNorm: Modality-Based Normalization in Federated Learning for Multi-Modal Liver Segmentation May 23, 2022 Federated Learning Liver Segmentation
— Unverified LIA: Privacy-Preserving Data Quality Evaluation in Federated Learning Using a Lazy Influence Approximation May 23, 2022 Data Valuation Federated Learning
— Unverified Federated Distillation based Indoor Localization for IoT Networks May 23, 2022 Federated Learning Indoor Localization
— Unverified Fed-DART and FACT: A solution for Federated Learning in a production environment May 23, 2022 Federated Learning
— Unverified Semi-Decentralized Federated Learning with Collaborative Relaying May 23, 2022 Federated Learning
— Unverified Incentivizing Federated Learning May 22, 2022 Federated Learning
— Unverified 