An Autoencoder-Based Constellation Design for AirComp in Wireless Federated Learning Apr 15, 2024 Federated Learning
— Unverified SpamDam: Towards Privacy-Preserving and Adversary-Resistant SMS Spam Detection Apr 15, 2024 Adversarial Robustness Backdoor Attack
Code Code Available On the Efficiency of Privacy Attacks in Federated Learning Apr 15, 2024 Federated Learning
Code Code Available VFLGAN: Vertical Federated Learning-based Generative Adversarial Network for Vertically Partitioned Data Publication Apr 15, 2024 Federated Learning Generative Adversarial Network
Code Code Available MAP: Model Aggregation and Personalization in Federated Learning with Incomplete Classes Apr 14, 2024 Federated Learning
— Unverified Bridging Data Islands: Geographic Heterogeneity-Aware Federated Learning for Collaborative Remote Sensing Semantic Segmentation Apr 14, 2024 Earth Observation Federated Learning
— Unverified FedDistill: Global Model Distillation for Local Model De-Biasing in Non-IID Federated Learning Apr 14, 2024 Federated Learning model
— Unverified FedCCL: Federated Dual-Clustered Feature Contrast Under Domain Heterogeneity Apr 14, 2024 Clustering Federated Learning
— Unverified PraFFL: A Preference-Aware Scheme in Fair Federated Learning Apr 13, 2024 Fairness Federated Learning
Code Code Available FLoRA: Enhancing Vision-Language Models with Parameter-Efficient Federated Learning Apr 12, 2024 Federated Learning Image Captioning
Code Code Available Federated Optimization with Doubly Regularized Drift Correction Apr 12, 2024 Distributed Optimization Federated Learning
— Unverified Anti-Byzantine Attacks Enabled Vehicle Selection for Asynchronous Federated Learning in Vehicular Edge Computing Apr 12, 2024 Deep Reinforcement Learning Edge-computing
— Unverified FedAuxHMTL: Federated Auxiliary Hard-Parameter Sharing Multi-Task Learning for Network Edge Traffic Classification Apr 11, 2024 Federated Learning Multi-Task Learning
— Unverified Bayesian Federated Model Compression for Communication and Computation Efficiency Apr 11, 2024 Bayesian Inference Federated Learning
— Unverified Improving Multi-Center Generalizability of GAN-Based Fat Suppression using Federated Learning Apr 10, 2024 Federated Learning Generative Adversarial Network
— Unverified The Sandwich meta-framework for architecture agnostic deep privacy-preserving transfer learning for non-invasive brainwave decoding Apr 10, 2024 EEG Eeg Decoding
— Unverified Logit Calibration and Feature Contrast for Robust Federated Learning on Non-IID Data Apr 10, 2024 Adversarial Robustness Federated Learning
— Unverified Federated learning model for predicting major postoperative complications Apr 9, 2024 Federated Learning model
— Unverified Collaborative Multi-source Domain Adaptation Through Optimal Transport Apr 9, 2024 Domain Adaptation Federated Learning
— Unverified Dynamic D2D-Assisted Federated Learning over O-RAN: Performance Analysis, MAC Scheduler, and Asymmetric User Selection Apr 9, 2024 Federated Learning
— Unverified Automated Federated Pipeline for Parameter-Efficient Fine-Tuning of Large Language Models Apr 9, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning Apr 9, 2024 Federated Learning Network Pruning
Code Code Available FLEX: FLEXible Federated Learning Framework Apr 9, 2024 Federated Learning
Code Code Available Open-Source AI-based SE Tools: Opportunities and Challenges of Collaborative Software Learning Apr 9, 2024 Federated Learning
— Unverified pfl-research: simulation framework for accelerating research in Private Federated Learning Apr 9, 2024 Federated Learning
Code Code Available SoK: On Gradient Leakage in Federated Learning Apr 8, 2024 Federated Learning Misconceptions
— Unverified PlateSegFL: A Privacy-Preserving License Plate Detection Using Federated Segmentation Learning Apr 7, 2024 Federated Learning Image Segmentation
— Unverified Hyperparameter Optimization for SecureBoost via Constrained Multi-Objective Federated Learning Apr 6, 2024 Bayesian Optimization Federated Learning
— Unverified Vanishing Variance Problem in Fully Decentralized Neural-Network Systems Apr 6, 2024 Federated Learning
— Unverified Prompt Public Large Language Models to Synthesize Data for Private On-device Applications Apr 5, 2024 Federated Learning
— Unverified Distributionally Robust Alignment for Medical Federated Vision-Language Pre-training Under Data Heterogeneity Apr 5, 2024 cross-modal alignment Federated Learning
— Unverified Precision Guided Approach to Mitigate Data Poisoning Attacks in Federated Learning Apr 5, 2024 Data Poisoning Federated Learning
— Unverified Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach Apr 4, 2024 Contrastive Learning Federated Learning
— Unverified Approximate Gradient Coding for Privacy-Flexible Federated Learning with Non-IID Data Apr 4, 2024 Federated Learning
Code Code Available Exploring Lightweight Federated Learning for Distributed Load Forecasting Apr 4, 2024 Federated Learning Load Forecasting
— Unverified An Interpretable Client Decision Tree Aggregation process for Federated Learning Apr 3, 2024 Federated Learning
Code Code Available FedSelect: Personalized Federated Learning with Customized Selection of Parameters for Fine-Tuning Apr 3, 2024 Federated Learning Personalized Federated Learning
Code Code Available Robust Federated Learning for Wireless Networks: A Demonstration with Channel Estimation Apr 3, 2024 Federated Learning Privacy Preserving
— Unverified Federated Computing -- Survey on Building Blocks, Extensions and Systems Apr 3, 2024 Federated Learning Survey
— Unverified QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection Apr 3, 2024 Federated Learning Fraud Detection
— Unverified Optimal Batch Allocation for Wireless Federated Learning Apr 3, 2024 Federated Learning
— Unverified Federated Distillation: A Survey Apr 2, 2024 Federated Learning Knowledge Distillation
— Unverified Federated Multi-Agent Mapping for Planetary Exploration Apr 2, 2024 Federated Learning
— Unverified Privacy-Aware Spectrum Pricing and Power Control Optimization for LEO Satellite Internet-of-Things Apr 1, 2024 Deep Reinforcement Learning Federated Learning
— Unverified Addressing Heterogeneity in Federated Load Forecasting with Personalization Layers Apr 1, 2024 Federated Learning Load Forecasting
— Unverified Open-Vocabulary Federated Learning with Multimodal Prototyping Apr 1, 2024 Federated Learning
Code Code Available Continual Learning for Smart City: A Survey Apr 1, 2024 Continual Learning Federated Learning
— Unverified Supplementary File: Cooperative Gradient Coding for Semi-Decentralized Federated Learning Mar 31, 2024 Federated Learning valid
— Unverified Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT Mar 30, 2024 Computational Efficiency Federated Learning
— Unverified From Learning to Analytics: Improving Model Efficacy with Goal-Directed Client Selection Mar 30, 2024 Federated Learning
— Unverified 