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 FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heterogeneity in Federated Learning Jan 6, 2024 Contrastive Learning Federated Learning
Code Code Available 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 PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning Jan 4, 2024 class-incremental learning Class Incremental Learning
Code Code Available 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 Free Lunch for Federated Remote Sensing Target Fine-Grained Classification: A Parameter-Efficient Framework Jan 3, 2024 Federated 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 FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning Jan 1, 2024 Benchmarking 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 Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping Jan 1, 2024 Clustering 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 FedHCA2: Towards Hetero-Client Federated Multi-Task Learning Jan 1, 2024 Decoder Federated Learning
Code Code Available FedAS: Bridging Inconsistency in Personalized Federated Learning Jan 1, 2024 Federated Learning Personalized Federated Learning
Code Code Available Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce Data Jan 1, 2024 Federated Learning Imputation
Code Code Available Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available Communication-Efficient Federated Learning for LEO Satellite Networks Integrated with HAPs Using Hybrid NOMA-OFDM Jan 1, 2024 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 Replica Tree-based Federated Learning using Limited Data Dec 28, 2023 Diversity 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 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 Harnessing the Power of Federated Learning in Federated Contextual Bandits Dec 26, 2023 Decision Making Federated Learning
Code Code Available Smuche: Scalar-Multiplicative Caching in Homomorphic Encryption Dec 26, 2023 Federated Learning
— Unverified 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 User Consented Federated Recommender System Against Personalized Attribute Inference Attack Dec 23, 2023 Attribute Federated Learning
Code Code Available Efficient Asynchronous Federated Learning with Sparsification and Quantization Dec 23, 2023 Federated Learning Quantization
— Unverified 