FedAPM: Federated Learning via ADMM with Partial Model Personalization Jun 5, 2025 Federated Learning
Code Code Available Federated Isolation Forest for Efficient Anomaly Detection on Edge IoT Systems Jun 5, 2025 Anomaly Detection Federated Learning
— Unverified Ravan: Multi-Head Low-Rank Adaptation for Federated Fine-Tuning Jun 5, 2025 Federated Learning
— Unverified Communication Efficient Adaptive Model-Driven Quantum Federated Learning Jun 5, 2025 Federated Learning
— Unverified GCFL: A Gradient Correction-based Federated Learning Framework for Privacy-preserving CPSS Jun 4, 2025 Federated Learning Privacy Preserving
— Unverified Optimal Transport-based Domain Alignment as a Preprocessing Step for Federated Learning Jun 4, 2025 Federated Learning
— Unverified Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning Jun 4, 2025 Federated Learning parameter-efficient fine-tuning
Code Code Available FedFACT: A Provable Framework for Controllable Group-Fairness Calibration in Federated Learning Jun 4, 2025 Fairness Federated Learning
— Unverified Model Splitting Enhanced Communication-Efficient Federated Learning for CSI Feedback Jun 4, 2025 Federated Learning
— Unverified QA-HFL: Quality-Aware Hierarchical Federated Learning for Resource-Constrained Mobile Devices with Heterogeneous Image Quality Jun 4, 2025 Federated Learning Knowledge Distillation
— Unverified Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Jun 3, 2025 Edge-computing Federated Learning
— Unverified Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review Jun 3, 2025 Fairness Federated Learning
— Unverified Reconciling Hessian-Informed Acceleration and Scalar-Only Communication for Efficient Federated Zeroth-Order Fine-Tuning Jun 3, 2025 Federated Learning
— Unverified Enhancing Convergence, Privacy and Fairness for Wireless Personalized Federated Learning: Quantization-Assisted Min-Max Fair Scheduling Jun 3, 2025 Fairness Federated Learning
— Unverified Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation Jun 3, 2025 Computational Efficiency Federated Learning
— Unverified FORLA:Federated Object-centric Representation Learning with Slot Attention Jun 3, 2025 Decoder Federated Learning
— Unverified FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models Jun 3, 2025 Benchmarking Domain Adaptation
— Unverified Mitigating Non-IID Drift in Zeroth-Order Federated LLM Fine-Tuning with Transferable Sparsity Jun 3, 2025 Federated Learning
— Unverified Sociodynamics-inspired Adaptive Coalition and Client Selection in Federated Learning Jun 3, 2025 Federated Learning Privacy Preserving
— Unverified Fingerprinting Deep Learning Models via Network Traffic Patterns in Federated Learning Jun 2, 2025 Deep Learning Federated Learning
— Unverified FedRPCA: Enhancing Federated LoRA Aggregation Using Robust PCA Jun 1, 2025 Federated Learning Task Arithmetic
— Unverified Blockchain-Enabled Privacy-Preserving Second-Order Federated Edge Learning in Personalized Healthcare May 31, 2025 Federated Learning Privacy Preserving
— Unverified Label-shift robust federated feature screening for high-dimensional classification May 31, 2025 Computational Efficiency Federated Learning
— Unverified Federated learning framework for collaborative remaining useful life prognostics: an aircraft engine case study May 31, 2025 Federated Learning
Code Code Available Towards Graph-Based Privacy-Preserving Federated Learning: ModelNet -- A ResNet-based Model Classification Dataset May 31, 2025 Federated Learning image-classification
— Unverified Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection May 31, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified Robust Federated Learning against Model Perturbation in Edge Networks May 30, 2025 Federated Learning
— Unverified INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization May 30, 2025 Federated Learning Intrusion Detection
— Unverified The Gaussian Mixing Mechanism: Renyi Differential Privacy via Gaussian Sketches May 30, 2025 Federated Learning
Code Code Available An Empirical Study of Federated Prompt Learning for Vision Language Model May 29, 2025 Federated Learning Language Modeling
— Unverified Distributed Federated Learning for Vehicular Network Security: Anomaly Detection Benefits and Multi-Domain Attack Threats May 29, 2025 Anomaly Detection Autonomous Vehicles
— Unverified Loss-Guided Model Sharing and Local Learning Correction in Decentralized Federated Learning for Crop Disease Classification May 29, 2025 Federated Learning Privacy Preserving
— Unverified Adaptive Deadline and Batch Layered Synchronized Federated Learning May 29, 2025 Federated Learning
— Unverified Federated Unsupervised Semantic Segmentation May 29, 2025 Federated Learning Image Segmentation
— Unverified On Global Convergence Rates for Federated Policy Gradient under Heterogeneous Environment May 29, 2025 Federated Learning Policy Gradient Methods
— Unverified Deep Modeling and Optimization of Medical Image Classification May 29, 2025 Avg Classification
Code Code Available Accelerated Training of Federated Learning via Second-Order Methods May 29, 2025 Federated Learning Second-order methods
— Unverified Measuring Participant Contributions in Decentralized Federated Learning May 29, 2025 Federated Learning
— Unverified Position: Federated Foundation Language Model Post-Training Should Focus on Open-Source Models May 29, 2025 Federated Learning Language Modeling
— Unverified FSL-SAGE: Accelerating Federated Split Learning via Smashed Activation Gradient Estimation May 29, 2025 Federated Learning
Code Code Available Personalized Subgraph Federated Learning with Differentiable Auxiliary Projections May 29, 2025 Federated Learning Transfer Learning
— Unverified CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning May 28, 2025 Fairness Federated Learning
— Unverified PathFL: Multi-Alignment Federated Learning for Pathology Image Segmentation May 28, 2025 Federated Learning Image Segmentation
Code Code Available Inclusive, Differentially Private Federated Learning for Clinical Data May 28, 2025 Federated Learning
— Unverified DP-RTFL: Differentially Private Resilient Temporal Federated Learning for Trustworthy AI in Regulated Industries May 27, 2025 Federated Learning Privacy Preserving
Code Code Available Privacy-Preserving Chest X-ray Report Generation via Multimodal Federated Learning with ViT and GPT-2 May 27, 2025 Diagnostic Federated Learning
— Unverified Addressing Data Quality Decompensation in Federated Learning via Dynamic Client Selection May 27, 2025 Decompensation Federated Learning
Code Code Available AMSFL: Adaptive Multi-Step Federated Learning via Gradient Difference-Based Error Modeling May 27, 2025 Federated Learning
— Unverified DeCAF: Decentralized Consensus-And-Factorization for Low-Rank Adaptation of Foundation Models May 27, 2025 Federated Learning
— Unverified Label Leakage in Federated Inertial-based Human Activity Recognition May 27, 2025 Activity Recognition Federated Learning
Code Code Available 