Resource Constrained Vehicular Edge Federated Learning with Highly Mobile Connected Vehicles Oct 27, 2022 Federated Learning
— Unverified Federated Graph Representation Learning using Self-Supervision Oct 27, 2022 Federated Learning Graph Representation Learning
— Unverified Efficient Vertical Federated Learning Method for Ridge Regression of Large-Scale Samples via Least-Squares Solution Oct 26, 2022 Data Integration Federated Learning
Code Code Available Addressing Heterogeneity in Federated Learning via Distributional Transformation Oct 26, 2022 Data Augmentation Federated Learning
Code Code Available Coresets for Vertical Federated Learning: Regularized Linear Regression and K-Means Clustering Oct 26, 2022 Clustering Federated Learning
Code Code Available FeDXL: Provable Federated Learning for Deep X-Risk Optimization Oct 26, 2022 Federated Learning
Code Code Available Hierarchical Federated Learning with Momentum Acceleration in Multi-Tier Networks Oct 26, 2022 Federated Learning
— Unverified Personalized Federated Learning via Heterogeneous Modular Networks Oct 26, 2022 Federated Learning Personalized Federated Learning
Code Code Available UTILIZING FEDERATED LEARNING AND META LEARNING FOR FEW-SHOT LEARNING ON EDGE DEVICES Oct 25, 2022 Federated Learning Few-Shot Learning
— Unverified FedGRec: Federated Graph Recommender System with Lazy Update of Latent Embeddings Oct 25, 2022 Federated Learning Recommendation Systems
— Unverified Federated Learning Using Variance Reduced Stochastic Gradient for Probabilistically Activated Agents Oct 25, 2022 Federated Learning Stochastic Optimization
— Unverified SWIFT: Rapid Decentralized Federated Learning via Wait-Free Model Communication Oct 25, 2022 Federated Learning image-classification
Code Code Available FedClassAvg: Local Representation Learning for Personalized Federated Learning on Heterogeneous Neural Networks Oct 25, 2022 Federated Learning Personalized Federated Learning
Code Code Available Detection and Prevention Against Poisoning Attacks in Federated Learning Oct 24, 2022 Federated Learning
— Unverified Subspace Recovery from Heterogeneous Data with Non-isotropic Noise Oct 24, 2022 Federated Learning
— Unverified Provably Doubly Accelerated Federated Learning: The First Theoretically Successful Combination of Local Training and Communication Compression Oct 24, 2022 Distributed Optimization Federated Learning
— Unverified NVIDIA FLARE: Federated Learning from Simulation to Real-World Oct 24, 2022 Federated Learning Privacy Preserving
Code Code Available Investigating Neuron Disturbing in Fusing Heterogeneous Neural Networks Oct 24, 2022 Federated Learning valid
— Unverified Federated Learning and Meta Learning: Approaches, Applications, and Directions Oct 24, 2022 Decision Making Federated Learning
— Unverified FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning Oct 23, 2022 Backdoor Attack backdoor defense
Code Code Available Mixed Precision Quantization to Tackle Gradient Leakage Attacks in Federated Learning Oct 22, 2022 Federated Learning Quantization
— Unverified On-Demand Sampling: Learning Optimally from Multiple Distributions Oct 22, 2022 Fairness Federated Learning
Code Code Available Towards Quantum-Enabled 6G Slicing Oct 21, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Federated Learning via Unmanned Aerial Vehicle Oct 20, 2022 Federated Learning Scheduling
— Unverified Analyzing the Robustness of Decentralized Horizontal and Vertical Federated Learning Architectures in a Non-IID Scenario Oct 20, 2022 Data Poisoning Federated Learning
— Unverified An Improved Algorithm for Clustered Federated Learning Oct 20, 2022 Clustering Federated Learning
Code Code Available FedRecover: Recovering from Poisoning Attacks in Federated Learning using Historical Information Oct 20, 2022 Federated Learning
— Unverified Learning to Invert: Simple Adaptive Attacks for Gradient Inversion in Federated Learning Oct 19, 2022 Federated Learning
Code Code Available Backdoor Attack and Defense in Federated Generative Adversarial Network-based Medical Image Synthesis Oct 19, 2022 Backdoor Attack Data Augmentation
— Unverified Latency Aware Semi-synchronous Client Selection and Model Aggregation for Wireless Federated Learning Oct 19, 2022 Federated Learning
— Unverified Channel-driven Decentralized Bayesian Federated Learning for Trustworthy Decision Making in D2D Networks Oct 19, 2022 Decision Making Federated Learning
— Unverified FLECS-CGD: A Federated Learning Second-Order Framework via Compression and Sketching with Compressed Gradient Differences Oct 18, 2022 Federated Learning Stochastic Optimization
— Unverified TEFL: Turbo Explainable Federated Learning for 6G Trustworthy Zero-Touch Network Slicing Oct 18, 2022 Explainable Artificial Intelligence (XAI) Federated Learning
— Unverified Random Orthogonalization for Federated Learning in Massive MIMO Systems Oct 18, 2022 Federated Learning
— Unverified FedForgery: Generalized Face Forgery Detection with Residual Federated Learning Oct 18, 2022 Federated Learning Image Generation
Code Code Available Industry-Scale Orchestrated Federated Learning for Drug Discovery Oct 17, 2022 Drug Discovery Federated Learning
— Unverified Data Subsampling for Bayesian Neural Networks Oct 17, 2022 Bayesian Inference Federated Learning
Code Code Available Thinking Two Moves Ahead: Anticipating Other Users Improves Backdoor Attacks in Federated Learning Oct 17, 2022 Federated Learning image-classification
Code Code Available Federated Learning with Privacy-Preserving Ensemble Attention Distillation Oct 16, 2022 Federated Learning image-classification
— Unverified FedCross: Towards Accurate Federated Learning via Multi-Model Cross-Aggregation Oct 15, 2022 Federated Learning
— Unverified Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability Oct 15, 2022 Federated Learning
— Unverified A Primal-Dual Algorithm for Hybrid Federated Learning Oct 14, 2022 Federated Learning
— Unverified FedFM: Anchor-based Feature Matching for Data Heterogeneity in Federated Learning Oct 14, 2022 Federated Learning
— Unverified CrowdGuard: Federated Backdoor Detection in Federated Learning Oct 14, 2022 Federated Learning Outlier Detection
Code Code Available Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning Oct 14, 2022 Federated Learning
Code Code Available Toward Secure and Private Over-the-Air Federated Learning Oct 14, 2022 Federated Learning Scheduling
— Unverified ScionFL: Efficient and Robust Secure Quantized Aggregation Oct 13, 2022 Federated Learning Quantization
— Unverified Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning Oct 13, 2022 Federated Learning Multi-agent Reinforcement Learning
— Unverified Feature Reconstruction Attacks and Countermeasures of DNN training in Vertical Federated Learning Oct 13, 2022 Federated Learning Reconstruction Attack
Code Code Available Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation Oct 13, 2022 Federated Learning
— Unverified 