Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning Jun 16, 2022 Avg Federated Learning
— Unverified Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data Jun 16, 2022 Federated Learning Quantization
— Unverified Adaptive Expert Models for Personalization in Federated Learning Jun 15, 2022 Federated Learning Mixture-of-Experts
Code Code Available Clustered Scheduling and Communication Pipelining For Efficient Resource Management Of Wireless Federated Learning Jun 15, 2022 Edge-computing Federated Learning
— Unverified Global Convergence of Federated Learning for Mixed Regression Jun 15, 2022 Federated Learning regression
— Unverified Federated Learning with Uncertainty via Distilled Predictive Distributions Jun 15, 2022 Active Learning Decision Making
— Unverified Federated Multi-organ Segmentation with Inconsistent Labels Jun 14, 2022 Decoder Federated Learning
Code Code Available Federated Optimization Algorithms with Random Reshuffling and Gradient Compression Jun 14, 2022 Federated Learning Quantization
Code Code Available Matching Pursuit Based Scheduling for Over-the-Air Federated Learning Jun 14, 2022 Federated Learning Scheduling
— Unverified Disentangled Federated Learning for Tackling Attributes Skew via Invariant Aggregation and Diversity Transferring Jun 14, 2022 Diversity Federated Learning
— Unverified Federated Bayesian Neural Regression: A Scalable Global Federated Gaussian Process Jun 13, 2022 Federated Learning Knowledge Distillation
— Unverified Content Popularity Prediction in Fog-RANs: A Clustered Federated Learning Based Approach Jun 13, 2022 Federated Learning
— Unverified Computation Offloading and Resource Allocation in F-RANs: A Federated Deep Reinforcement Learning Approach Jun 13, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Anchor Sampling for Federated Learning with Partial Client Participation Jun 13, 2022 Federated Learning
Code Code Available Neurotoxin: Durable Backdoors in Federated Learning Jun 12, 2022 Backdoor Attack Federated Learning
Code Code Available Federated Learning on Riemannian Manifolds Jun 12, 2022 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 Communication-Efficient Robust Federated Learning with Noisy Labels Jun 11, 2022 Bilevel Optimization 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 MammoFL: Mammographic Breast Density Estimation using Federated Learning Jun 11, 2022 Density Estimation Federated Learning
— Unverified Federated Learning with GAN-based Data Synthesis for Non-IID Clients Jun 11, 2022 Federated Learning Generative Adversarial Network
— Unverified Hierarchical Federated Learning with Privacy Jun 10, 2022 Federated Learning
— Unverified Deep Leakage from Model in Federated Learning Jun 10, 2022 Federated Learning model
— Unverified Fast Deep Autoencoder for Federated learning Jun 10, 2022 Anomaly Detection Edge-computing
— Unverified On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond Jun 10, 2022 Federated Learning
— Unverified Leveraging Centric Data Federated Learning Using Blockchain For Integrity Assurance Jun 9, 2022 Federated Learning User Simulation
— 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 Gradient Obfuscation Gives a False Sense of Security in Federated Learning Jun 8, 2022 Federated Learning image-classification
— Unverified Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging Jun 8, 2022 Computed Tomography (CT) CT Reconstruction
Code Code Available pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning Jun 8, 2022 Fairness Federated Learning
— Unverified FedHPO-B: A Benchmark Suite for Federated Hyperparameter Optimization Jun 8, 2022 Benchmarking Federated Learning
— Unverified Subject Membership Inference Attacks in Federated Learning Jun 7, 2022 Federated Learning
— Unverified FEL: High Capacity Learning for Recommendation and Ranking via Federated Ensemble Learning Jun 7, 2022 Ensemble Learning Federated Learning
— Unverified FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning Jun 7, 2022 Fairness Federated Learning
Code Code Available An Adaptive Federated Relevance Framework for Spatial Temporal Graph Learning Jun 7, 2022 Federated Learning Graph Learning
— Unverified Privacy Amplification via Shuffled Check-Ins Jun 7, 2022 Federated Learning
Code Code Available 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 A Benchmark for Federated Hetero-Task Learning Jun 7, 2022 Federated Learning Meta-Learning
— Unverified Subject Granular Differential Privacy in Federated Learning Jun 7, 2022 Federated Learning
— Unverified Group privacy for personalized federated learning Jun 7, 2022 Fairness Federated Learning
— Unverified FedNST: Federated Noisy Student Training for Automatic Speech Recognition Jun 6, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Pretrained Models for Multilingual Federated Learning Jun 6, 2022 Federated Learning Language Modeling
Code Code Available Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning Jun 6, 2022 Federated Learning
Code Code Available Interference Management for Over-the-Air Federated Learning in Multi-Cell Wireless Networks Jun 6, 2022 Federated Learning Management
— Unverified Generalized Federated Learning via Sharpness Aware Minimization Jun 6, 2022 Federated Learning Privacy Preserving
Code Code Available 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 