Communication-Efficient Robust Federated Learning with Noisy Labels Jun 11, 2022 Bilevel Optimization Federated Learning
— Unverified MammoFL: Mammographic Breast Density Estimation using Federated Learning Jun 11, 2022 Density Estimation Federated Learning
— Unverified Federated Learning with Research Prototypes for Multi-Center MRI-based Detection of Prostate Cancer with Diverse Histopathology Jun 11, 2022 Deep Learning Federated Learning
— Unverified Rethinking the Defense Against Free-rider Attack From the Perspective of Model Weight Evolving Frequency Jun 11, 2022 Federated Learning Privacy Preserving
Code Code Available Fast Deep Autoencoder for Federated learning Jun 10, 2022 Anomaly Detection Edge-computing
— Unverified Deep Leakage from Model in Federated Learning Jun 10, 2022 Federated Learning model
— Unverified On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond Jun 10, 2022 Federated Learning
— Unverified Hierarchical Federated Learning with Privacy Jun 10, 2022 Federated Learning
— Unverified Accelerating Asynchronous Federated Learning Convergence via Opportunistic Mobile Relaying Jun 9, 2022 Attribute Federated Learning
— Unverified HideNseek: Federated Lottery Ticket via Server-side Pruning and Sign Supermask Jun 9, 2022 Federated Learning Model Compression
— Unverified On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data Jun 9, 2022 Federated Learning
— Unverified Leveraging Centric Data Federated Learning Using Blockchain For Integrity Assurance Jun 9, 2022 Federated Learning User Simulation
— Unverified pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning Jun 8, 2022 Fairness Federated Learning
— Unverified Gradient Obfuscation Gives a False Sense of Security in Federated Learning Jun 8, 2022 Federated Learning image-classification
— Unverified FedHPO-B: A Benchmark Suite for Federated Hyperparameter Optimization Jun 8, 2022 Benchmarking Federated Learning
— Unverified An Adaptive Federated Relevance Framework for Spatial Temporal Graph Learning Jun 7, 2022 Federated Learning Graph Learning
— Unverified Subject Granular Differential Privacy in Federated Learning Jun 7, 2022 Federated Learning
— Unverified Subject Membership Inference Attacks in Federated Learning Jun 7, 2022 Federated Learning
— Unverified Distributed Newton-Type Methods with Communication Compression and Bernoulli Aggregation Jun 7, 2022 Federated Learning Vocal Bursts Type Prediction
— Unverified FedPop: A Bayesian Approach for Personalised Federated Learning Jun 7, 2022 Federated Learning Uncertainty Quantification
— Unverified FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning Jun 7, 2022 Fairness Federated Learning
Code Code Available A Benchmark for Federated Hetero-Task Learning Jun 7, 2022 Federated Learning Meta-Learning
— Unverified Group privacy for personalized federated learning Jun 7, 2022 Fairness Federated Learning
— Unverified FEL: High Capacity Learning for Recommendation and Ranking via Federated Ensemble Learning Jun 7, 2022 Ensemble Learning Federated Learning
— Unverified Certified Robustness in Federated Learning Jun 6, 2022 Federated Learning
Code Code Available An Optimal Transport Approach to Personalized Federated Learning Jun 6, 2022 Federated Learning Personalized Federated Learning
— Unverified Generalized Federated Learning via Sharpness Aware Minimization Jun 6, 2022 Federated Learning Privacy Preserving
Code Code Available FedNST: Federated Noisy Student Training for Automatic Speech Recognition Jun 6, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning Jun 6, 2022 Federated Learning Generalization Bounds
Code Code Available Interference Management for Over-the-Air Federated Learning in Multi-Cell Wireless Networks Jun 6, 2022 Federated Learning Management
— Unverified (Im)possibility of Collective Intelligence Jun 5, 2022 BIG-bench Machine Learning Diversity
— Unverified Straggler-Resilient Personalized Federated Learning Jun 5, 2022 Federated Learning Learning Theory
Code Code Available Federated Adversarial Training with Transformers Jun 5, 2022 Federated Learning
— Unverified Sharper Rates and Flexible Framework for Nonconvex SGD with Client and Data Sampling Jun 5, 2022 Federated Learning
Code Code Available 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 Scheduling for Ground-Assisted Federated Learning in LEO Satellite Constellations Jun 4, 2022 Federated Learning Scheduling
— Unverified Supernet Training for Federated Image Classification under System Heterogeneity Jun 3, 2022 Classification Federated Learning
Code Code Available Completion Time Minimization of Fog-RAN-Assisted Federated Learning With Rate-Splitting Transmission Jun 3, 2022 Federated Learning Quantization
— Unverified Towards Group Learning: Distributed Weighting of Experts Jun 3, 2022 Ensemble Learning Federated Learning
— Unverified On the Generalization of Wasserstein Robust Federated Learning Jun 3, 2022 Domain Adaptation Federated Learning
— Unverified Federated Learning with a Sampling Algorithm under Isoperimetry Jun 2, 2022 Federated Learning
— Unverified HEX: Human-in-the-loop Explainability via Deep Reinforcement Learning Jun 2, 2022 Decision Making Deep Reinforcement Learning
— Unverified Resource Allocation for Compression-aided Federated Learning with High Distortion Rate Jun 2, 2022 Federated Learning Model Compression
— 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 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 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 Federated Learning in Satellite Constellations Jun 1, 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 