On Homomorphic Encryption Based Strategies for Class Imbalance in Federated Learning Oct 28, 2024 Federated Learning Privacy Preserving
— Unverified A Unified Solution to Diverse Heterogeneities in One-shot Federated Learning Oct 28, 2024 Federated Learning
Code Code Available A Statistical Analysis of Deep Federated Learning for Intrinsically Low-dimensional Data Oct 28, 2024 Federated Learning
Code Code Available Federated Time Series Generation on Feature and Temporally Misaligned Data Oct 28, 2024 Federated Learning Time Series
— Unverified Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs Oct 26, 2024 Domain Generalization Federated Learning
— Unverified FedMABA: Towards Fair Federated Learning through Multi-Armed Bandits Allocation Oct 26, 2024 Fairness Federated Learning
— Unverified MetaTrading: An Immersion-Aware Model Trading Framework for Vehicular Metaverse Services Oct 25, 2024 Deep Reinforcement Learning Federated Learning
— Unverified Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning Oct 25, 2024 Federated Learning
— Unverified Privacy-Preserving Federated Learning via Dataset Distillation Oct 25, 2024 Attribute Dataset Distillation
— Unverified LanFL: Differentially Private Federated Learning with Large Language Models using Synthetic Samples Oct 24, 2024 Federated Learning Privacy Preserving
— Unverified FedSPD: A Soft-clustering Approach for Personalized Decentralized Federated Learning Oct 24, 2024 Clustering Federated Learning
— Unverified FedBaF: Federated Learning Aggregation Biased by a Foundation Model Oct 24, 2024 Federated Learning Language Modeling
— Unverified Adapting MLOps for Diverse In-Network Intelligence in 6G Era: Challenges and Solutions Oct 24, 2024 Federated Learning Management
— Unverified Equitable Federated Learning with Activation Clustering Oct 24, 2024 Clustering Federated Learning
— Unverified Enhancing Federated Learning Convergence with Dynamic Data Queue and Data Entropy-driven Participant Selection Oct 23, 2024 Federated Learning
— Unverified LEGO: Language Model Building Blocks Oct 23, 2024 Federated Learning Language Modeling
— Unverified Multi-Continental Healthcare Modelling Using Blockchain-Enabled Federated Learning Oct 23, 2024 Federated Learning Privacy Preserving
— Unverified Securing Federated Learning against Backdoor Threats with Foundation Model Integration Oct 23, 2024 Backdoor Attack Federated Learning
— Unverified Which Client is Reliable?: A Reliable and Personalized Prompt-based Federated Learning for Medical Image Question Answering Oct 23, 2024 Federated Learning Medical Visual Question Answering
— Unverified Towards Active Participant-Centric Vertical Federated Learning: Some Representations May Be All You Need Oct 23, 2024 All Federated Learning
— Unverified ProFL: Performative Robust Optimal Federated Learning Oct 23, 2024 Federated Learning
— Unverified Deep Learning Aided Broadcast Codes with Feedback Oct 22, 2024 Deep Learning Federated Learning
— Unverified Meta Stackelberg Game: Robust Federated Learning against Adaptive and Mixed Poisoning Attacks Oct 22, 2024 Federated Learning Meta-Learning
— Unverified Data Obfuscation through Latent Space Projection (LSP) for Privacy-Preserving AI Governance: Case Studies in Medical Diagnosis and Finance Fraud Detection Oct 22, 2024 Attribute Fairness
— Unverified Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis Oct 22, 2024 Causal Inference Federated Learning
— Unverified DMM: Distributed Matrix Mechanism for Differentially-Private Federated Learning Based on Constant-Overhead Linear Secret Resharing Oct 21, 2024 Federated Learning
— Unverified Distributed Learning for UAV Swarms Oct 21, 2024 Federated Learning
— Unverified Extracting Spatiotemporal Data from Gradients with Large Language Models Oct 21, 2024 Federated Learning Language Modelling
— Unverified Geographical Node Clustering and Grouping to Guarantee Data IIDness in Federated Learning Oct 21, 2024 Clustering Federated Learning
— Unverified Federated Learning with MMD-based Early Stopping for Adaptive GNSS Interference Classification Oct 21, 2024 Federated Learning Few-Shot Learning
— Unverified Subword Embedding from Bytes Gains Privacy without Sacrificing Accuracy and Complexity Oct 21, 2024 Federated Learning Language Modeling
— Unverified A Bayesian Framework for Clustered Federated Learning Oct 20, 2024 Federated Learning
— Unverified Tighter Performance Theory of FedExProx Oct 20, 2024 Distributed Optimization Diversity
— Unverified DPVS-Shapley:Faster and Universal Contribution Evaluation Component in Federated Learning Oct 19, 2024 Contribution Assessment Federated Learning
— Unverified Personalized Federated Learning with Adaptive Feature Aggregation and Knowledge Transfer Oct 19, 2024 Federated Learning Personalized Federated Learning
— Unverified A Communication and Computation Efficient Fully First-order Method for Decentralized Bilevel Optimization Oct 18, 2024 Bilevel Optimization Federated Learning
— Unverified Personalizing Low-Rank Bayesian Neural Networks Via Federated Learning Oct 18, 2024 Decision Making Federated Learning
— Unverified FedSpaLLM: Federated Pruning of Large Language Models Oct 18, 2024 Federated Learning Privacy Preserving
— Unverified Comparative Evaluation of Clustered Federated Learning Methods Oct 18, 2024 Federated Learning image-classification
Code Code Available On-device Federated Learning in Smartphones for Detecting Depression from Reddit Posts Oct 17, 2024 Depression Detection Federated Learning
— Unverified Towards Satellite Non-IID Imagery: A Spectral Clustering-Assisted Federated Learning Approach Oct 17, 2024 Earth Observation Federated Learning
— Unverified Investigating Effective Speaker Property Privacy Protection in Federated Learning for Speech Emotion Recognition Oct 17, 2024 Emotion Recognition Federated Learning
— Unverified FedPAE: Peer-Adaptive Ensemble Learning for Asynchronous and Model-Heterogeneous Federated Learning Oct 17, 2024 Ensemble Learning Federated Learning
— Unverified Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Oct 17, 2024 Conformal Prediction Federated Learning
— Unverified Federated scientific machine learning for approximating functions and solving differential equations with data heterogeneity Oct 17, 2024 Federated Learning
— Unverified Vaccinating Federated Learning for Robust Modulation Classification in Distributed Wireless Networks Oct 16, 2024 Federated Learning
— Unverified Disentangling data distribution for Federated Learning Oct 16, 2024 Federated Learning
— Unverified DEeR: Deviation Eliminating and Noise Regulating for Privacy-preserving Federated Low-rank Adaptation Oct 16, 2024 Federated Learning Privacy Preserving
Code Code Available TPFL: A Trustworthy Personalized Federated Learning Framework via Subjective Logic Oct 16, 2024 Decision Making Federated Learning
— Unverified FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning Oct 16, 2024 Federated Learning Transfer Learning
— Unverified 