Framework for Co-distillation Driven Federated Learning to Address Class Imbalance in Healthcare Nov 15, 2024 Federated Learning
Code Code Available Artificial Intelligence in Pediatric Echocardiography: Exploring Challenges, Opportunities, and Clinical Applications with Explainable AI and Federated Learning Nov 15, 2024 Decision Making Diagnostic
— Unverified Evidential Federated Learning for Skin Lesion Image Classification Nov 15, 2024 Classification Federated Learning
— Unverified Towards efficient compression and communication for prototype-based decentralized learning Nov 14, 2024 Data Compression Federated Learning
— Unverified FedRewind: Rewinding Continual Model Exchange for Decentralized Federated Learning Nov 14, 2024 Continual Learning Federated Learning
— Unverified Time-constrained Federated Learning (FL) in Push-Pull IoT Wireless Access Nov 13, 2024 Federated Learning Scheduling
— Unverified FedSub: Introducing class-aware Subnetworks Fusion to Enhance Personalized Federated Learning in Ubiquitous Systems Nov 13, 2024 Activity Recognition Federated Learning
— Unverified SAFELOC: Overcoming Data Poisoning Attacks in Heterogeneous Federated Machine Learning for Indoor Localization Nov 13, 2024 Data Poisoning Federated Learning
— Unverified Efficient Federated Finetuning of Tiny Transformers with Resource-Constrained Devices Nov 12, 2024 Federated Learning
— Unverified Federated Learning for Discrete Optimal Transport with Large Population under Incomplete Information Nov 12, 2024 Federated Learning
— Unverified Dual-Criterion Model Aggregation in Federated Learning: Balancing Data Quantity and Quality Nov 12, 2024 Federated Learning Privacy Preserving
— Unverified Federated Low-Rank Adaptation with Differential Privacy over Wireless Networks Nov 12, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified On the Convergence of Continual Federated Learning Using Incrementally Aggregated Gradients Nov 12, 2024 Federated Learning
— Unverified A Stochastic Optimization Framework for Private and Fair Learning From Decentralized Data Nov 12, 2024 Fairness Federated Learning
Code Code Available Collaborative and Federated Black-box Optimization: A Bayesian Optimization Perspective Nov 12, 2024 Bayesian Optimization Decision Making
— Unverified Federated Learning Client Pruning for Noisy Labels Nov 11, 2024 Federated Learning
Code Code Available TempCharBERT: Keystroke Dynamics for Continuous Access Control Based on Pre-trained Language Models Nov 11, 2024 Federated Learning User Identification
— Unverified Revisiting Ensembling in One-Shot Federated Learning Nov 11, 2024 Federated Learning
Code Code Available Sketched Adaptive Federated Deep Learning: A Sharp Convergence Analysis Nov 11, 2024 Deep Learning Federated Learning
— Unverified Model Partition and Resource Allocation for Split Learning in Vehicular Edge Networks Nov 11, 2024 Autonomous Driving Deep Reinforcement Learning
— Unverified Movable Antenna-Aided Federated Learning with Over-the-Air Aggregation: Joint Optimization of Positioning, Beamforming, and User Selection Nov 11, 2024 Federated Learning Stochastic Optimization
— Unverified WassFFed: Wasserstein Fair Federated Learning Nov 11, 2024 Fairness Federated Learning
— Unverified Using Diffusion Models as Generative Replay in Continual Federated Learning -- What will Happen? Nov 10, 2024 Federated Learning
— Unverified Client Contribution Normalization for Enhanced Federated Learning Nov 10, 2024 Federated Learning
— Unverified Personalized Hierarchical Split Federated Learning in Wireless Networks Nov 9, 2024 Federated Learning
— Unverified Federated Split Learning for Human Activity Recognition with Differential Privacy Nov 9, 2024 Activity Recognition Federated Learning
— Unverified TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservation Nov 9, 2024 Classification Federated Learning
Code Code Available QuanCrypt-FL: Quantized Homomorphic Encryption with Pruning for Secure Federated Learning Nov 8, 2024 Computational Efficiency Federated Learning
— Unverified Network EM Algorithm for Gaussian Mixture Model in Decentralized Federated Learning Nov 8, 2024 Federated Learning
— Unverified IPMN Risk Assessment under Federated Learning Paradigm Nov 8, 2024 Classification Federated Learning
— Unverified EPIC: Enhancing Privacy through Iterative Collaboration Nov 7, 2024 Federated Learning Privacy Preserving
— Unverified Fed-LDR: Federated Local Data-infused Graph Creation with Node-centric Model Refinement Nov 7, 2024 Federated Learning
— Unverified DWFL: Enhancing Federated Learning through Dynamic Weighted Averaging Nov 7, 2024 Federated Learning Privacy Preserving
— Unverified Personalized Federated Learning for Cross-view Geo-localization Nov 7, 2024 Autonomous Vehicles Federated Learning
— Unverified FedDP: Privacy-preserving method based on federated learning for histopathology image segmentation Nov 7, 2024 Federated Learning Image Segmentation
— Unverified Interplay between Federated Learning and Explainable Artificial Intelligence: a Scoping Review Nov 7, 2024 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
— Unverified FedSECA: Sign Election and Coordinate-wise Aggregation of Gradients for Byzantine Tolerant Federated Learning Nov 6, 2024 Federated Learning Model Poisoning
Code Code Available Overcoming label shift in targeted federated learning Nov 6, 2024 Federated Learning image-classification
— Unverified NeurIPS 2023 Competition: Privacy Preserving Federated Learning Document VQA Nov 6, 2024 Federated Learning Language Modelling
— Unverified Domain Generalization for Cross-Receiver Radio Frequency Fingerprint Identification Nov 6, 2024 Domain Generalization Federated Learning
— Unverified Optimal Defenses Against Gradient Reconstruction Attacks Nov 6, 2024 Federated Learning
Code Code Available Fed-EC: Bandwidth-Efficient Clustering-Based Federated Learning For Autonomous Visual Robot Navigation Nov 6, 2024 Federated Learning Robot Navigation
— Unverified Towards Resource-Efficient Federated Learning in Industrial IoT for Multivariate Time Series Analysis Nov 6, 2024 Anomaly Detection Federated Learning
— Unverified Cooperation and Personalization on a Seesaw: Choice-based FL for Safe Cooperation in Wireless Networks Nov 6, 2024 Fairness Federated Learning
— Unverified Act in Collusion: A Persistent Distributed Multi-Target Backdoor in Federated Learning Nov 6, 2024 Backdoor Attack Federated Learning
— Unverified Federated Data-Driven Kalman Filtering for State Estimation Nov 6, 2024 Autonomous Driving Autonomous Vehicles
— Unverified Towards Personalized Federated Learning via Comprehensive Knowledge Distillation Nov 6, 2024 Federated Learning Knowledge Distillation
— Unverified Photon: Federated LLM Pre-Training Nov 5, 2024 Federated Learning
— Unverified Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning Nov 5, 2024 Adversarial Attack Federated Learning
Code Code Available Formal Logic-guided Robust Federated Learning against Poisoning Attacks Nov 5, 2024 Federated Learning Formal Logic
— Unverified 