arXiv cs.CR·3d agoPoster: FedWM-Guard: Thwarting Imagination Poisoning in Federated World Model-based Autonomous Driving#federated-learning#autonomous-driving#world-modelsResearch
Ars Technica · AI·9d agoSmall AI models let drones autonomously identify and attack battlefield targets#autonomous-drones#bae-systems#diana 5 min
arXiv cs.CR·9d agoMulti-center Medical Data Mining with FL-Net - A One-stop Shop for Federated Learning#clinical-research#data-harmonization#disclosure-controlResearch1
arXiv cs.AI / cs.LG / cs.CL·9d agoAccelerating Sharded Data Parallelism at Scale with Federated Learning#communication-efficiency#distributed-training#federated-learningAI research
arXiv cs.AI / cs.LG / cs.CL·9d agoQoS-Aware Federated Learning for Multimodal In-Cabin Interaction in Smart Vehicles#asynchronous-training#edge-ai#federated-learningAI research
arXiv cs.AI / cs.LG / cs.CL·12d agoPrivacy-Aligned Personalized Federated Learning with Compact Adaptation and Variable-Length Gaussian Communication#differential-privacy#federated-learning#gaussian-mechanismAI research1
arXiv cs.AI / cs.LG / cs.CL·12d agoPrivacy-enhanced federated learning via asynchronous aggregation and local differential perturbation#differential-privacy#distributed-training#fedavgAI research
arXiv cs.AI / cs.LG / cs.CL·12d agoLLM-Based Schema-Aware Split Learning for Privacy-Preserving Mental Distress Prediction Across Heterogeneous Surveys#federated-learning#llama#llmAI research
arXiv cs.CR·12d agoDon't Send What You Don't Need: Question-Guided Token Pruning as a Privacy Defense for Vision-Language Models#federated-learning#membership-inference#privacyResearch1
arXiv cs.AI / cs.LG / cs.CL·17d agoHybridFLow: SDN-Orchestrated Client Partitioning for Hybrid Federated Learning#distributed-training#federated-learning#sdnAI research
arXiv cs.AI / cs.LG / cs.CL·17d agoOmniMed-FL: A Robust Multimodal Federated Learning Framework for Clinical Diagnosis#chest-radiography#federated-learning#healthcareAI research1
arXiv cs.CR·18d agoCascading Gradient Inversion via LT-Code Inspired Peeling in Federated Learning#attack#erasure-codes#federated-learningResearch2
arXiv cs.CR·18d agoWhen Topology Betrays Privacy: Lattice-Based Reconstruction Attacks on Secure Aggregation in Decentralized Federated Learning#decentralized-learning#federated-learning#lattice-cryptographyResearch
arXiv cs.AI / cs.LG / cs.CL·22d agoRegionFed: Federated Learning for Personalized Query Understanding in Heterogeneous Retail Environments#differential-privacy#federated-learning#personalizationAI research1
arXiv cs.CR·23d agoFederated Attack Campaign Detection via Contrastive Encoding of Threat Indicators in Gradient Updates#campaign-detection#federated-learning#iocsResearch
arXiv cs.CR·23d agoClient-Side Probing of Deleted Ridge Statistics in Federated Unlearning#federated-learning#machine-learning#membership-inferenceResearch1