Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning Jun 6, 2022 Federated Learning Generalization Bounds
Code Code Available (Im)possibility of Collective Intelligence Jun 5, 2022 BIG-bench Machine Learning Diversity
— Unverified Sharper Rates and Flexible Framework for Nonconvex SGD with Client and Data Sampling Jun 5, 2022 Federated Learning
Code Code Available Federated Adversarial Training with Transformers Jun 5, 2022 Federated Learning
— Unverified Straggler-Resilient Personalized Federated Learning Jun 5, 2022 Federated Learning Learning Theory
Code Code Available Scheduling for Ground-Assisted Federated Learning in LEO Satellite Constellations Jun 4, 2022 Federated Learning Scheduling
— Unverified Distributed Machine Learning in D2D-Enabled Heterogeneous Networks: Architectures, Performance, and Open Challenges Jun 4, 2022 BIG-bench Machine Learning Federated Learning
— Unverified UAV-Aided Multi-Community Federated Learning Jun 4, 2022 Federated Learning Scheduling
— Unverified Towards Group Learning: Distributed Weighting of Experts Jun 3, 2022 Ensemble Learning Federated Learning
— Unverified Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification Jun 3, 2022 Deep Learning Federated Learning
Code Code Available On the Generalization of Wasserstein Robust Federated Learning Jun 3, 2022 Domain Adaptation Federated Learning
— Unverified Completion Time Minimization of Fog-RAN-Assisted Federated Learning With Rate-Splitting Transmission Jun 3, 2022 Federated Learning Quantization
— Unverified Supernet Training for Federated Image Classification under System Heterogeneity Jun 3, 2022 Classification Federated Learning
Code Code Available A federated graph neural network framework for privacy-preserving personalization Jun 2, 2022 Federated Learning Graph Neural Network
Code Code Available Resource Allocation for Compression-aided Federated Learning with High Distortion Rate Jun 2, 2022 Federated Learning Model Compression
— Unverified HEX: Human-in-the-loop Explainability via Deep Reinforcement Learning Jun 2, 2022 Decision Making Deep Reinforcement Learning
— Unverified Federated Learning with a Sampling Algorithm under Isoperimetry Jun 2, 2022 Federated Learning
— Unverified Applied Federated Learning: Architectural Design for Robust and Efficient Learning in Privacy Aware Settings Jun 2, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data Jun 1, 2022 Federated Learning image-classification
Code Code Available Federated Learning in Satellite Constellations Jun 1, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Walk for Learning: A Random Walk Approach for Federated Learning from Heterogeneous Data Jun 1, 2022 Federated Learning
— Unverified Defense Against Gradient Leakage Attacks via Learning to Obscure Data Jun 1, 2022 Federated Learning Privacy Preserving
— Unverified DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training Jun 1, 2022 Federated Learning Personalized Federated Learning
Code Code Available Optimization with Access to Auxiliary Information Jun 1, 2022 Federated Learning Transfer Learning
Code Code Available Variance Reduction is an Antidote to Byzantines: Better Rates, Weaker Assumptions and Communication Compression as a Cherry on the Top Jun 1, 2022 Federated Learning
Code Code Available Federated Learning under Distributed Concept Drift Jun 1, 2022 Clustering Drift Detection
Code Code Available Asynchronous Hierarchical Federated Learning May 31, 2022 Federated Learning image-classification
— Unverified Near-Optimal Collaborative Learning in Bandits May 31, 2022 Federated Learning
Code Code Available Pseudo-Data based Self-Supervised Federated Learning for Classification of Histopathological Images May 31, 2022 Contrastive Learning Diagnostic
— Unverified A Computation and Communication Efficient Method for Distributed Nonconvex Problems in the Partial Participation Setting May 31, 2022 Distributed Optimization Federated Learning
— Unverified FedHarmony: Unlearning Scanner Bias with Distributed Data May 31, 2022 Federated Learning
Code Code Available VFed-SSD: Towards Practical Vertical Federated Advertising May 31, 2022 Federated Learning Knowledge Distillation
— Unverified Secure Federated Clustering May 31, 2022 Clustering Federated Learning
— Unverified Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity May 30, 2022 Fairness Federated Learning
— Unverified FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation May 30, 2022 Federated Learning
Code Code Available FedAUXfdp: Differentially Private One-Shot Federated Distillation May 30, 2022 Federated Learning
— Unverified Maximizing Global Model Appeal in Federated Learning May 30, 2022 Federated Learning model
— Unverified CalFAT: Calibrated Federated Adversarial Training with Label Skewness May 30, 2022 Adversarial Robustness Federated Learning
Code Code Available Confederated Learning: Federated Learning with Decentralized Edge Servers May 30, 2022 Federated Learning Scheduling
— Unverified FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality Prediction May 30, 2022 BIG-bench Machine Learning Binary Classification
Code Code Available Efficient Federated Learning with Spike Neural Networks for Traffic Sign Recognition May 28, 2022 Federated Learning Privacy Preserving
— Unverified Towards Communication-Learning Trade-off for Federated Learning at the Network Edge May 27, 2022 Federated Learning Network Pruning
— Unverified FedControl: When Control Theory Meets Federated Learning May 27, 2022 Federated Learning
— Unverified FedFormer: Contextual Federation with Attention in Reinforcement Learning May 27, 2022 Federated Learning reinforcement-learning
Code Code Available Federated Semi-Supervised Learning with Prototypical Networks May 27, 2022 Federated Learning
Code Code Available FadMan: Federated Anomaly Detection across Multiple Attributed Networks May 27, 2022 Anomaly Detection Data Integration
— 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 Can Foundation Models Help Us Achieve Perfect Secrecy? May 27, 2022 Federated Learning In-Context Learning
Code Code Available Mixed Federated Learning: Joint Decentralized and Centralized Learning May 26, 2022 Federated Learning
— Unverified 