Byzantine-Robust Decentralized Federated Learning Jun 14, 2024 Federated Learning
— Unverified Recent Advances in Federated Learning Driven Large Language Models: A Survey on Architecture, Performance, and Security Jun 14, 2024 Ethics Federated Learning
— Unverified Heterogeneous Federated Learning with Convolutional and Spiking Neural Networks Jun 14, 2024 Diversity Edge-computing
— Unverified Federated Learning with Flexible Architectures Jun 14, 2024 Backdoor Attack Federated Learning
— Unverified EncCluster: Scalable Functional Encryption in Federated Learning through Weight Clustering and Probabilistic Filters Jun 13, 2024 Federated Learning Model Compression
— Unverified FLea: Addressing Data Scarcity and Label Skew in Federated Learning via Privacy-preserving Feature Augmentation Jun 13, 2024 Federated Learning Privacy Preserving
Code Code Available A deep cut into Split Federated Self-supervised Learning Jun 12, 2024 Federated Learning Self-Supervised Learning
Code Code Available Regularizing and Aggregating Clients with Class Distribution for Personalized Federated Learning Jun 12, 2024 Federated Learning Personalized Federated Learning
Code Code Available A Federated Online Restless Bandit Framework for Cooperative Resource Allocation Jun 12, 2024 Federated Learning Multi-Armed Bandits
— Unverified Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data Jun 12, 2024 Computational Efficiency Federated Learning
— Unverified IMFL-AIGC: Incentive Mechanism Design for Federated Learning Empowered by Artificial Intelligence Generated Content Jun 12, 2024 Federated Learning
— Unverified Minimizing Energy Costs in Deep Learning Model Training: The Gaussian Sampling Approach Jun 11, 2024 Domain Adaptation Domain Generalization
— Unverified Federated Nonparametric Hypothesis Testing with Differential Privacy Constraints: Optimal Rates and Adaptive Tests Jun 10, 2024 Federated Learning
— Unverified Lurking in the shadows: Unveiling Stealthy Backdoor Attacks against Personalized Federated Learning Jun 10, 2024 Backdoor Attack Federated Learning
— Unverified Decentralized Personalized Federated Learning Jun 10, 2024 Federated Learning Personalized Federated Learning
— Unverified Fed-Sophia: A Communication-Efficient Second-Order Federated Learning Algorithm Jun 10, 2024 Federated Learning Second-order methods
— Unverified Optimisation of federated learning settings under statistical heterogeneity variations Jun 10, 2024 Diversity Federated Learning
— Unverified Optimal Federated Learning for Nonparametric Regression with Heterogeneous Distributed Differential Privacy Constraints Jun 10, 2024 Federated Learning Privacy Preserving
— Unverified Federated learning in food research Jun 10, 2024 Federated Learning Fraud Detection
— Unverified PTF-FSR: A Parameter Transmission-Free Federated Sequential Recommender System Jun 8, 2024 Federated Learning Language Modelling
Code Code Available When Swarm Learning meets energy series data: A decentralized collaborative learning design based on blockchain Jun 7, 2024 Federated Learning
— Unverified Federated LoRA with Sparse Communication Jun 7, 2024 Federated Learning
Code Code Available Federated Representation Learning in the Under-Parameterized Regime Jun 7, 2024 Federated Learning Personalized Federated Learning
Code Code Available R-CONV: An Analytical Approach for Efficient Data Reconstruction via Convolutional Gradients Jun 6, 2024 Federated Learning
Code Code Available 1-D CNN-Based Online Signature Verification with Federated Learning Jun 6, 2024 Federated Learning
— Unverified FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness Reweighting Jun 5, 2024 Fairness Federated Learning
Code Code Available Buffered Asynchronous Secure Aggregation for Cross-Device Federated Learning Jun 5, 2024 Federated Learning
— Unverified Noise-Aware Algorithm for Heterogeneous Differentially Private Federated Learning Jun 5, 2024 Federated Learning
Code Code Available Towards Federated Domain Unlearning: Verification Methodologies and Challenges Jun 5, 2024 Federated Learning Specificity
— Unverified A Comparative Study of Sampling Methods with Cross-Validation in the FedHome Framework Jun 4, 2024 Federated Learning
— Unverified Optimal Rates for O(1)-Smooth DP-SCO with a Single Epoch and Large Batches Jun 4, 2024 Federated Learning
— Unverified Federated Class-Incremental Learning with Hierarchical Generative Prototypes Jun 4, 2024 class-incremental learning Class Incremental Learning
— Unverified Parameterizing Federated Continual Learning for Reproducible Research Jun 4, 2024 Continual Learning Federated Learning
— Unverified FedDr+: Stabilizing Dot-regression with Global Feature Distillation for Federated Learning Jun 4, 2024 Federated Learning regression
— Unverified Mixed-Precision Federated Learning via Multi-Precision Over-The-Air Aggregation Jun 4, 2024 Computational Efficiency Edge-computing
— Unverified One-Shot Federated Learning with Bayesian Pseudocoresets Jun 4, 2024 Federated Learning
— Unverified Efficient Data Distribution Estimation for Accelerated Federated Learning Jun 3, 2024 Federated Learning Privacy Preserving
— Unverified No Vandalism: Privacy-Preserving and Byzantine-Robust Federated Learning Jun 3, 2024 Federated Learning Model Poisoning
— Unverified Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems Jun 3, 2024 Dataset Generation Federated Learning
— Unverified Asynchronous Multi-Server Federated Learning for Geo-Distributed Clients Jun 3, 2024 Federated Learning image-classification
— Unverified Accelerating Heterogeneous Federated Learning with Closed-form Classifiers Jun 3, 2024 Federated Learning Form
— Unverified Asynchronous Byzantine Federated Learning Jun 3, 2024 Federated Learning
— Unverified FedAdOb: Privacy-Preserving Federated Deep Learning with Adaptive Obfuscation Jun 3, 2024 Deep Learning Federated Learning
— Unverified Cohort Squeeze: Beyond a Single Communication Round per Cohort in Cross-Device Federated Learning Jun 3, 2024 Federated Learning
— Unverified A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder Jun 2, 2024 Federated Learning Model Poisoning
Code Code Available Local Methods with Adaptivity via Scaling Jun 2, 2024 Distributed Optimization Federated Learning
— Unverified Federated Model Heterogeneous Matryoshka Representation Learning Jun 1, 2024 Federated Learning model
— Unverified SpaFL: Communication-Efficient Federated Learning with Sparse Models and Low computational Overhead Jun 1, 2024 Federated Learning
Code Code Available FedAST: Federated Asynchronous Simultaneous Training Jun 1, 2024 Federated Learning
— Unverified Selective Knowledge Sharing for Personalized Federated Learning Under Capacity Heterogeneity May 31, 2024 Federated Learning Personalized Federated Learning
— Unverified 