Federated Learning-based Semantic Segmentation for Lane and Object Detection in Autonomous Driving Apr 26, 2025 Autonomous Driving Autonomous Vehicles
— Unverified UnifyFL: Enabling Decentralized Cross-Silo Federated Learning Apr 26, 2025 Federated Learning
Code Code Available Switch-Based Multi-Part Neural Network Apr 25, 2025 Edge-computing Federated Learning
— Unverified Differential Privacy-Driven Framework for Enhancing Heart Disease Prediction Apr 25, 2025 Decision Making Disease Prediction
— Unverified Privacy-Preserving Personalized Federated Learning for Distributed Photovoltaic Disaggregation under Statistical Heterogeneity Apr 25, 2025 energy management Federated Learning
— Unverified Simplified Swarm Learning Framework for Robust and Scalable Diagnostic Services in Cancer Histopathology Apr 23, 2025 Diagnostic Federated Learning
— Unverified Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections Apr 23, 2025 Action Triplet Recognition Federated Learning
— Unverified DP2FL: Dual Prompt Personalized Federated Learning in Foundation Models Apr 23, 2025 Federated Learning Personalized Federated Learning
— Unverified Efficient Data Valuation Approximation in Federated Learning: A Sampling-based Approach Apr 23, 2025 Data Valuation Federated Learning
— Unverified Towards a Distributed Federated Learning Aggregation Placement using Particle Swarm Intelligence Apr 22, 2025 Federated Learning
— Unverified Achieving Distributive Justice in Federated Learning via Uncertainty Quantification Apr 22, 2025 Ethics Fairness
Code Code Available TrojanDam: Detection-Free Backdoor Defense in Federated Learning through Proactive Model Robustification utilizing OOD Data Apr 22, 2025 backdoor defense Federated Learning
Code Code Available LLMs meet Federated Learning for Scalable and Secure IoT Management Apr 22, 2025 Computational Efficiency Decision Making
— Unverified Collaborative Split Federated Learning with Parallel Training and Aggregation Apr 22, 2025 Federated Learning
— Unverified FedFetch: Faster Federated Learning with Adaptive Downstream Prefetching Apr 21, 2025 Federated Learning
Code Code Available Bayesian Federated Learning for Continual Training Apr 21, 2025 Continual Learning Federated Learning
— Unverified Aligning Beam with Imbalanced Multi-modality: A Generative Federated Learning Approach Apr 21, 2025 Federated Learning
— Unverified Federated Latent Factor Model for Bias-Aware Recommendation with Privacy-Preserving Apr 21, 2025 Federated Learning Privacy Preserving
— Unverified Learning Critically: Selective Self Distillation in Federated Learning on Non-IID Data Apr 20, 2025 Federated Learning
— Unverified GENE-FL: Gene-Driven Parameter-Efficient Dynamic Federated Learning Apr 20, 2025 Federated Learning
— Unverified Efficient Federated Split Learning for Large Language Models over Communication Networks Apr 20, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models Apr 19, 2025 Domain Adaptation Federated Learning
— Unverified Stratify: Rethinking Federated Learning for Non-IID Data through Balanced Sampling Apr 18, 2025 Federated Learning
— Unverified SFL-LEO: Asynchronous Split-Federated Learning Design for LEO Satellite-Ground Network Framework Apr 18, 2025 Federated Learning
— Unverified A Client-level Assessment of Collaborative Backdoor Poisoning in Non-IID Federated Learning Apr 17, 2025 Federated Learning Model Poisoning
— Unverified VLLFL: A Vision-Language Model Based Lightweight Federated Learning Framework for Smart Agriculture Apr 17, 2025 Federated Learning Language Modeling
— Unverified FedX: Adaptive Model Decomposition and Quantization for IoT Federated Learning Apr 17, 2025 Federated Learning Quantization
— Unverified The Athenian Academy: A Seven-Layer Architecture Model for Multi-Agent Systems Apr 17, 2025 Federated Learning Meta-Learning
— Unverified Local Data Quantity-Aware Weighted Averaging for Federated Learning with Dishonest Clients Apr 17, 2025 Benchmarking Federated Learning
— Unverified Decentralized Nonconvex Composite Federated Learning with Gradient Tracking and Momentum Apr 17, 2025 Federated Learning
— Unverified Selective Attention Federated Learning: Improving Privacy and Efficiency for Clinical Text Classification Apr 16, 2025 Clinical Concept Extraction Federated Learning
— Unverified Benchmarking Mutual Information-based Loss Functions in Federated Learning Apr 16, 2025 Benchmarking Fairness
— Unverified Battery-aware Cyclic Scheduling in Energy-harvesting Federated Learning Apr 16, 2025 Federated Learning Scheduling
— Unverified Federated Spectral Graph Transformers Meet Neural Ordinary Differential Equations for Non-IID Graphs Apr 16, 2025 Federated Learning Fraud Detection
Code Code Available Communication Optimization for Decentralized Learning atop Bandwidth-limited Edge Networks Apr 16, 2025 Computational Efficiency Federated Learning
— Unverified FedCanon: Non-Convex Composite Federated Learning with Efficient Proximal Operation on Heterogeneous Data Apr 16, 2025 Computational Efficiency Federated Learning
— Unverified FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Apr 16, 2025 Contrastive Learning Diversity
— Unverified ICAFS: Inter-Client-Aware Feature Selection for Vertical Federated Learning Apr 15, 2025 feature selection Federated Learning
— Unverified Diversity-Driven Learning: Tackling Spurious Correlations and Data Heterogeneity in Federated Models Apr 15, 2025 Attribute Diversity
— Unverified FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare Apr 15, 2025 Benchmarking Diagnostic
Code Code Available Multi-task Federated Learning with Encoder-Decoder Structure: Enabling Collaborative Learning Across Different Tasks Apr 14, 2025 Decoder Federated Learning
— Unverified Undermining Federated Learning Accuracy in EdgeIoT via Variational Graph Auto-Encoders Apr 14, 2025 Edge-computing Federated Learning
— Unverified Satellite Federated Fine-Tuning for Foundation Models in Space Computing Power Networks Apr 14, 2025 Federated Learning
— Unverified FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments Apr 14, 2025 Federated Learning Imputation
— Unverified Accelerating Differentially Private Federated Learning via Adaptive Extrapolation Apr 14, 2025 Diversity Federated Learning
— Unverified Federated Learning with Layer Skipping: Efficient Training of Large Language Models for Healthcare NLP Apr 13, 2025 Federated Learning NER
— Unverified FSSUAVL: A Discriminative Framework using Vision Models for Federated Self-Supervised Audio and Image Understanding Apr 13, 2025 Contrastive Learning Federated Learning
— Unverified Query-based Knowledge Transfer for Heterogeneous Learning Environments Apr 12, 2025 Federated Learning Transfer Learning
— Unverified Deploying Large AI Models on Resource-Limited Devices with Split Federated Learning Apr 12, 2025 Federated Learning Quantization
— Unverified Boosting multi-demographic federated learning for chest x-ray analysis using general-purpose self-supervised representations Apr 11, 2025 Federated Learning Medical Image Analysis
— Unverified 