Deep Latent Variable Model based Vertical Federated Learning with Flexible Alignment and Labeling Scenarios May 16, 2025 Federated Learning Vertical Federated Learning
— Unverified Nosy Layers, Noisy Fixes: Tackling DRAs in Federated Learning Systems using Explainable AI May 16, 2025 Federated Learning
— Unverified FedDuA: Doubly Adaptive Federated Learning May 16, 2025 Federated Learning
— Unverified FedGRec: Dynamic Spatio-Temporal Federated Graph Learning for Secure and Efficient Cross-Border Recommendations May 15, 2025 Federated Learning Graph Learning
— Unverified A Survey of Learning-Based Intrusion Detection Systems for In-Vehicle Network May 15, 2025 Autonomous Vehicles Federated Learning
— Unverified Defending the Edge: Representative-Attention for Mitigating Backdoor Attacks in Federated Learning May 15, 2025 Backdoor Attack Federated Learning
— Unverified Cutting Through Privacy: A Hyperplane-Based Data Reconstruction Attack in Federated Learning May 15, 2025 Federated Learning Reconstruction Attack
— Unverified Robust Federated Learning on Edge Devices with Domain Heterogeneity May 15, 2025 Contrastive Learning Diversity
— Unverified Sybil-based Virtual Data Poisoning Attacks in Federated Learning May 15, 2025 Data Poisoning Federated Learning
— Unverified Enhancing the Performance of Global Model by Improving the Adaptability of Local Models in Federated Learning May 15, 2025 Federated Learning
— Unverified Energy-Efficient Federated Learning for AIoT using Clustering Methods May 14, 2025 Clustering Federated Learning
Code Code Available Robust Federated Learning with Confidence-Weighted Filtering and GAN-Based Completion under Noisy and Incomplete Data May 14, 2025 Federated Learning Missing Labels
— Unverified Chisme: Fully Decentralized Differentiated Deep Learning for Edge Intelligence May 14, 2025 Deep Learning Federated Learning
— Unverified Toward Malicious Clients Detection in Federated Learning May 14, 2025 Federated Learning
— Unverified Ranking-Based At-Risk Student Prediction Using Federated Learning and Differential Features May 14, 2025 Federated Learning
Code Code Available Toward Fair Federated Learning under Demographic Disparities and Data Imbalance May 14, 2025 Fairness Federated Learning
Code Code Available Federated Large Language Models: Feasibility, Robustness, Security and Future Directions May 13, 2025 Federated Learning Few-Shot Learning
— Unverified FedRS-Bench: Realistic Federated Learning Datasets and Benchmarks in Remote Sensing May 13, 2025 Federated Learning
— Unverified Modular Federated Learning: A Meta-Framework Perspective May 13, 2025 Federated Learning Survey
— Unverified Privacy-Preserving Analytics for Smart Meter (AMI) Data: A Hybrid Approach to Comply with CPUC Privacy Regulations May 13, 2025 Econometrics Federated Learning
— Unverified Multi-Layer Hierarchical Federated Learning with Quantization May 13, 2025 Federated Learning Quantization
— Unverified Sharp Gaussian approximations for Decentralized Federated Learning May 12, 2025 Federated Learning valid
— Unverified A Federated Random Forest Solution for Secure Distributed Machine Learning May 12, 2025 Federated Learning Incremental Learning
Code Code Available Securing Genomic Data Against Inference Attacks in Federated Learning Environments May 12, 2025 Federated Learning Inference Attack
— Unverified Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices May 12, 2025 Federated Learning
— Unverified FedIFL: A federated cross-domain diagnostic framework for motor-driven systems with inconsistent fault modes May 12, 2025 Contrastive Learning Diagnostic
— Unverified Adaptive Latent-Space Constraints in Personalized FL May 12, 2025 Federated Learning
Code Code Available Enhancing Federated Learning with Kolmogorov-Arnold Networks: A Comparative Study Across Diverse Aggregation Strategies May 12, 2025 Federated Learning Kolmogorov-Arnold Networks
— Unverified Personalized Federated Learning under Model Dissimilarity Constraints May 12, 2025 Federated Learning model
— Unverified AugMixCloak: A Defense against Membership Inference Attacks via Image Transformation May 11, 2025 Data Augmentation Federated Learning
— Unverified MMiC: Mitigating Modality Incompleteness in Clustered Federated Learning May 11, 2025 Federated Learning Portfolio Optimization
— Unverified Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence May 11, 2025 Computational Efficiency Federated Learning
— Unverified Federated Learning with LoRA Optimized DeiT and Multiscale Patch Embedding for Secure Eye Disease Recognition May 11, 2025 Federated Learning
— Unverified Empirical Analysis of Asynchronous Federated Learning on Heterogeneous Devices: Efficiency, Fairness, and Privacy Trade-offs May 11, 2025 Emotion Recognition Fairness
— Unverified FedADP: Unified Model Aggregation for Federated Learning with Heterogeneous Model Architectures May 10, 2025 Federated Learning model
— Unverified Privacy-aware Berrut Approximated Coded Computing applied to general distributed learning May 10, 2025 Federated Learning
— Unverified FNBench: Benchmarking Robust Federated Learning against Noisy Labels May 10, 2025 Benchmarking Federated Learning
Code Code Available RiM: Record, Improve and Maintain Physical Well-being using Federated Learning May 9, 2025 Federated Learning Privacy Preserving
Code Code Available Remote Rowhammer Attack using Adversarial Observations on Federated Learning Clients May 9, 2025 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified DaringFed: A Dynamic Bayesian Persuasion Pricing for Online Federated Learning under Two-sided Incomplete Information May 9, 2025 Federated Learning
— Unverified Safe-EF: Error Feedback for Nonsmooth Constrained Optimization May 9, 2025 Federated Learning
Code Code Available User Behavior Analysis in Privacy Protection with Large Language Models: A Study on Privacy Preferences with Limited Data May 8, 2025 Federated Learning Few-Shot Learning
— Unverified FedRE: Robust and Effective Federated Learning with Privacy Preference May 8, 2025 Federated Learning
— Unverified FedTDP: A Privacy-Preserving and Unified Framework for Trajectory Data Preparation via Federated Learning May 8, 2025 Federated Learning Privacy Preserving
— Unverified Balancing Client Participation in Federated Learning Using AoI May 8, 2025 Federated Learning Scheduling
— Unverified QualBench: Benchmarking Chinese LLMs with Localized Professional Qualifications for Vertical Domain Evaluation May 8, 2025 Benchmarking Federated Learning
— Unverified Adaptive Biased User Scheduling for Heterogeneous Wireless Federate Learning Network May 8, 2025 Deep Reinforcement Learning Federated Learning
— Unverified Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization May 8, 2025 Attribute Benchmarking
— Unverified Federated Learning for Cyber Physical Systems: A Comprehensive Survey May 8, 2025 Federated Learning Survey
— Unverified FRAIN to Train: A Fast-and-Reliable Solution for Decentralized Federated Learning May 7, 2025 Federated Learning image-classification
Code Code Available 