Deep Efficient Private Neighbor Generation for Subgraph Federated Learning Jan 9, 2024 Federated Learning Graph Mining
— Unverified A Survey on Efficient Federated Learning Methods for Foundation Model Training Jan 9, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Privacy-Preserving Sequential Recommendation with Collaborative Confusion Jan 9, 2024 Collaborative Filtering Federated Learning
— Unverified Logits Poisoning Attack in Federated Distillation Jan 8, 2024 Federated Learning Knowledge Distillation
— Unverified Federated Analytics for 6G Networks: Applications, Challenges, and Opportunities Jan 8, 2024 Distributed Computing Federated Learning
— Unverified GLOCALFAIR: Jointly Improving Global and Local Group Fairness in Federated Learning Jan 7, 2024 Fairness Federated Learning
— Unverified Privacy-Preserving in Blockchain-based Federated Learning Systems Jan 7, 2024 Federated Learning Privacy Preserving
— Unverified Multi-Modal Federated Learning for Cancer Staging over Non-IID Datasets with Unbalanced Modalities Jan 7, 2024 Federated Learning Medical Image Analysis
Code Code Available Distributed client selection with multi-objective in federated learning assisted Internet of Vehicles Jan 6, 2024 Federated Learning
— Unverified Convergence Rate Maximization for Split Learning-based Control of EMG Prosthetic Devices Jan 6, 2024 Electromyography (EMG) Federated Learning
— Unverified FedNS: A Fast Sketching Newton-Type Algorithm for Federated Learning Jan 5, 2024 Federated Learning
Code Code Available Federated Learning for distribution skewed data using sample weights Jan 5, 2024 Density Estimation Federated Learning
— Unverified Predicting Traffic Flow with Federated Learning and Graph Neural with Asynchronous Computations Network Jan 5, 2024 Computational Efficiency Federated Learning
— Unverified Fairness-Aware Job Scheduling for Multi-Job Federated Learning Jan 5, 2024 Fairness Federated Learning
— Unverified Adaptive Differential Privacy in Federated Learning: A Priority-Based Approach Jan 4, 2024 Federated Learning
— Unverified Exploring Vacant Classes in Label-Skewed Federated Learning Jan 4, 2024 Federated Learning Knowledge Distillation
Code Code Available Free Lunch for Federated Remote Sensing Target Fine-Grained Classification: A Parameter-Efficient Framework Jan 3, 2024 Federated Learning
— Unverified Will 6G be Semantic Communications? Opportunities and Challenges from Task Oriented and Secure Communications to Integrated Sensing Jan 3, 2024 Federated Learning Multi-Task Learning
— Unverified The Internet of Things in the Era of Generative AI: Vision and Challenges Jan 3, 2024 Federated Learning Prompt Engineering
— Unverified Hierarchical Over-the-Air Federated Learning with Awareness of Interference and Data Heterogeneity Jan 2, 2024 Federated Learning
— Unverified FedQV: Leveraging Quadratic Voting in Federated Learning Jan 2, 2024 Decision Making Federated Learning
Code Code Available PPBFL: A Privacy Protected Blockchain-based Federated Learning Model Jan 2, 2024 Federated Learning
— Unverified Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping Jan 1, 2024 Clustering Federated Learning
— Unverified Revamping Federated Learning Security from a Defender's Perspective: A Unified Defense with Homomorphic Encrypted Data Space Jan 1, 2024 Data Poisoning Federated Learning
— Unverified Device-Wise Federated Network Pruning Jan 1, 2024 Edge-computing Federated Learning
Code Code Available Adaptive Hyper-graph Aggregation for Modality-Agnostic Federated Learning Jan 1, 2024 Federated Learning Graph Learning
— Unverified Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce Data Jan 1, 2024 Federated Learning Imputation
Code Code Available Communication-Efficient Federated Learning for LEO Satellite Networks Integrated with HAPs Using Hybrid NOMA-OFDM Jan 1, 2024 Federated Learning
— Unverified FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning Jan 1, 2024 Benchmarking Federated Learning
— Unverified A review on different techniques used to combat the non-IID and heterogeneous nature of data in FL Jan 1, 2024 Federated Learning
— Unverified Facebook Report on Privacy of fNIRS data Jan 1, 2024 Federated Learning Privacy Preserving
— Unverified Balanced Multi-modal Federated Learning via Cross-Modal Infiltration Dec 31, 2023 Distributed Computing Federated Learning
— Unverified Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection Dec 31, 2023 Diversity Federated Learning
Code Code Available Differentially Private Low-Rank Adaptation of Large Language Model Using Federated Learning Dec 29, 2023 Federated Learning Language Modeling
— Unverified LEFL: Low Entropy Client Sampling in Federated Learning Dec 29, 2023 Federated Learning
Code Code Available Securing NextG Systems against Poisoning Attacks on Federated Learning: A Game-Theoretic Solution Dec 28, 2023 Federated Learning User Identification
— Unverified FedSDD: Scalable and Diversity-enhanced Distillation for Model Aggregation in Federated Learning Dec 28, 2023 Diversity Federated Learning
— Unverified Replica Tree-based Federated Learning using Limited Data Dec 28, 2023 Diversity Federated Learning
Code Code Available A Theoretical Analysis of Efficiency Constrained Utility-Privacy Bi-Objective Optimization in Federated Learning Dec 27, 2023 Federated Learning
— Unverified Federated Continual Learning via Knowledge Fusion: A Survey Dec 27, 2023 Continual Learning Federated Learning
— Unverified Fault Tolerant Serverless VFL Over Dynamic Device Environment Dec 27, 2023 Federated Learning Vertical Federated Learning
— Unverified Smuche: Scalar-Multiplicative Caching in Homomorphic Encryption Dec 26, 2023 Federated Learning
— Unverified Harnessing the Power of Federated Learning in Federated Contextual Bandits Dec 26, 2023 Decision Making Federated Learning
Code Code Available FedMS: Federated Learning with Mixture of Sparsely Activated Foundations Models Dec 26, 2023 Edge-computing Federated Learning
— Unverified Federated Hyperdimensional Computing Dec 26, 2023 Contrastive Learning Federated Learning
— Unverified Efficient Conformal Prediction under Data Heterogeneity Dec 25, 2023 Conformal Prediction Federated Learning
— Unverified Federated learning-outcome prediction with multi-layer privacy protection Dec 25, 2023 Federated Learning
— Unverified An Empirical Study of Efficiency and Privacy of Federated Learning Algorithms Dec 24, 2023 Federated Learning Privacy Preserving
— Unverified Deep Convolutional Neural Networks for Short-Term Multi-Energy Demand Prediction of Integrated Energy Systems Dec 24, 2023 Demand Forecasting Federated Learning
— Unverified FedDMF: Privacy-Preserving User Attribute Prediction using Deep Matrix Factorization Dec 24, 2023 Attribute Federated Learning
— Unverified 