Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Mar 4, 2025 Federated Learning Image Segmentation
Code Code Available Federated Learning Meets Fluid Antenna: Towards Robust and Scalable Edge Intelligence Mar 4, 2025 Diversity Federated Learning
— Unverified AugFL: Augmenting Federated Learning with Pretrained Models Mar 4, 2025 Federated Learning Meta-Learning
Code Code Available Leveraging Randomness in Model and Data Partitioning for Privacy Amplification Mar 4, 2025 Federated Learning
— Unverified Federated Learning for Privacy-Preserving Feedforward Control in Multi-Agent Systems Mar 4, 2025 Autonomous Driving Federated Learning
Code Code Available Federated Learning Framework via Distributed Mutual Learning Mar 3, 2025 Federated Learning
— Unverified GRAIN: Exact Graph Reconstruction from Gradients Mar 3, 2025 Federated Learning Graph Attention
Code Code Available MAB-Based Channel Scheduling for Asynchronous Federated Learning in Non-Stationary Environments Mar 3, 2025 Fairness Federated Learning
— Unverified A Lightweight and Secure Deep Learning Model for Privacy-Preserving Federated Learning in Intelligent Enterprises Mar 3, 2025 Federated Learning Privacy Preserving
Code Code Available Heterogeneity Matters even More in Distributed Learning: Study from Generalization Perspective Mar 3, 2025 Federated Learning
— Unverified Patient-Level Anatomy Meets Scanning-Level Physics: Personalized Federated Low-Dose CT Denoising Empowered by Large Language Model Mar 2, 2025 Anatomy Denoising
Code Code Available Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies Mar 2, 2025 Fact Checking Federated Learning
— Unverified Communication-Efficient Device Scheduling for Federated Learning Using Lyapunov Optimization Mar 1, 2025 Federated Learning Scheduling
— Unverified Asynchronous Personalized Federated Learning through Global Memorization Mar 1, 2025 Federated Learning Memorization
— Unverified Conditioning on Local Statistics for Scalable Heterogeneous Federated Learning Mar 1, 2025 Federated Learning
— Unverified FLStore: Efficient Federated Learning Storage for non-training workloads Mar 1, 2025 Federated Learning Privacy Preserving
Code Code Available FedDyMem: Efficient Federated Learning with Dynamic Memory and Memory-Reduce for Unsupervised Image Anomaly Detection Feb 28, 2025 Anomaly Detection Federated Learning
— Unverified Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction Feb 28, 2025 Federated Learning Kolmogorov-Arnold Networks
— Unverified FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients Feb 28, 2025 Federated Learning
Code Code Available QFAL: Quantum Federated Adversarial Learning Feb 28, 2025 Adversarial Attack Federated Learning
— Unverified FedMentalCare: Towards Privacy-Preserving Fine-Tuned LLMs to Analyze Mental Health Status Using Federated Learning Framework Feb 27, 2025 Computational Efficiency Federated Learning
— Unverified DPZV: Elevating the Tradeoff between Privacy and Utility in Zeroth-Order Vertical Federated Learning Feb 27, 2025 Federated Learning Vertical Federated Learning
— Unverified Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data Feb 27, 2025 Federated Learning
— Unverified Revisit the Stability of Vanilla Federated Learning Under Diverse Conditions Feb 27, 2025 Classification Federated Learning
— Unverified Can Textual Gradient Work in Federated Learning? Feb 27, 2025 Federated Learning
Code Code Available FAA-CLIP: Federated Adversarial Adaptation of CLIP Feb 26, 2025 Domain Adaptation Federated Learning
Code Code Available Robust Over-the-Air Computation with Type-Based Multiple Access Feb 26, 2025 Federated Learning
— Unverified CLLoRA: An Approach to Measure the Effects of the Context Length for LLM Fine-Tuning Feb 26, 2025 Federated Learning Large Language Model
— Unverified H-FLTN: A Privacy-Preserving Hierarchical Framework for Electric Vehicle Spatio-Temporal Charge Prediction Feb 25, 2025 Demand Forecasting Federated Learning
— Unverified Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzing Feb 25, 2025 Federated Learning Gaze Estimation
— Unverified Differentially Private Federated Learning With Time-Adaptive Privacy Spending Feb 25, 2025 Federated Learning
— Unverified The Built-In Robustness of Decentralized Federated Averaging to Bad Data Feb 25, 2025 Federated Learning
— Unverified Design and implementation of a distributed security threat detection system integrating federated learning and multimodal LLM Feb 25, 2025 Computational Efficiency Federated Learning
— Unverified FinP: Fairness-in-Privacy in Federated Learning by Addressing Disparities in Privacy Risk Feb 25, 2025 Activity Recognition Fairness
— Unverified Vision Language Models in Medicine Feb 24, 2025 Fairness Federated Learning
— Unverified FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning Feb 24, 2025 Federated Learning
Code Code Available FedSV: Byzantine-Robust Federated Learning via Shapley Value Feb 24, 2025 Federated Learning
— Unverified Robust Federated Learning in Unreliable Wireless Networks: A Client Selection Approach Feb 24, 2025 Federated Learning Scheduling
— Unverified Electrical Load Forecasting over Multihop Smart Metering Networks with Federated Learning Feb 24, 2025 Federated Learning Load Forecasting
— Unverified Robust Federated Learning with Global Sensitivity Estimation for Financial Risk Management Feb 24, 2025 Decision Making Federated Learning
— Unverified Forgetting Any Data at Any Time: A Theoretically Certified Unlearning Framework for Vertical Federated Learning Feb 24, 2025 Federated Learning Machine Unlearning
Code Code Available VGFL-SA: Vertical Graph Federated Learning Structure Attack Based on Contrastive Learning Feb 24, 2025 Adversarial Attack Contrastive Learning
— Unverified Multi-Target Federated Backdoor Attack Based on Feature Aggregation Feb 23, 2025 Backdoor Attack Federated Learning
— Unverified FedDA-TSformer: Federated Domain Adaptation with Vision TimeSformer for Left Ventricle Segmentation on Gated Myocardial Perfusion SPECT Image Feb 23, 2025 Domain Adaptation Federated Learning
— Unverified TrustChain: A Blockchain Framework for Auditing and Verifying Aggregators in Decentralized Federated Learning Feb 23, 2025 Anomaly Detection Federated Learning
— Unverified FedNIA: Noise-Induced Activation Analysis for Mitigating Data Poisoning in FL Feb 23, 2025 Data Poisoning Federated Learning
— Unverified Toward Responsible Federated Large Language Models: Leveraging a Safety Filter and Constitutional AI Feb 23, 2025 Federated Learning
— Unverified SEAFL: Enhancing Efficiency in Semi-Asynchronous Federated Learning through Adaptive Aggregation and Selective Training Feb 22, 2025 Federated Learning
— Unverified FedORGP: Guiding Heterogeneous Federated Learning with Orthogonality Regularization on Global Prototypes Feb 22, 2025 Federated Learning Privacy Preserving
— Unverified A Survey of Model Extraction Attacks and Defenses in Distributed Computing Environments Feb 22, 2025 Autonomous Vehicles Distributed Computing
— Unverified 