Adaptive Compression-Aware Split Learning and Inference for Enhanced Network Efficiency Nov 9, 2023 Deep Learning Federated Learning
— Unverified The Paradox of Noise: An Empirical Study of Noise-Infusion Mechanisms to Improve Generalization, Stability, and Privacy in Federated Learning Nov 9, 2023 Federated Learning Privacy Preserving
— Unverified Data Valuation and Detections in Federated Learning Nov 9, 2023 Data Valuation Federated Learning
Code Code Available Robust and Communication-Efficient Federated Domain Adaptation via Random Features Nov 8, 2023 Domain Adaptation Federated Learning
Code Code Available Edge-assisted U-Shaped Split Federated Learning with Privacy-preserving for Internet of Things Nov 8, 2023 Federated Learning Privacy Preserving
— Unverified Accurate Autism Spectrum Disorder prediction using Support Vector Classifier based on Federated Learning (SVCFL) Nov 8, 2023 Diagnostic Federated Learning
— Unverified Decentralized Personalized Online Federated Learning Nov 8, 2023 Federated Learning
— Unverified Asynchronous Message-Passing and Zeroth-Order Optimization Based Distributed Learning with a Use-Case in Resource Allocation in Communication Networks Nov 8, 2023 Distributed Optimization Federated Learning
— Unverified Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter Alignment Nov 8, 2023 Fairness Federated Learning
Code Code Available Input Reconstruction Attack against Vertical Federated Large Language Models Nov 7, 2023 Federated Learning GPU
— Unverified SaFL: Sybil-aware Federated Learning with Application to Face Recognition Nov 7, 2023 Face Recognition Federated Learning
— Unverified Blind Federated Learning via Over-the-Air q-QAM Nov 7, 2023 Federated Learning
— Unverified Device Sampling and Resource Optimization for Federated Learning in Cooperative Edge Networks Nov 7, 2023 Federated Learning
— Unverified Convergence Analysis of Sequential Federated Learning on Heterogeneous Data Nov 6, 2023 Federated Learning
Code Code Available CAFE: Carbon-Aware Federated Learning in Geographically Distributed Data Centers Nov 6, 2023 Federated Learning
— Unverified Asynchronous Local Computations in Distributed Bayesian Learning Nov 6, 2023 Federated Learning
— Unverified Goal-Oriented Wireless Communication Resource Allocation for Cyber-Physical Systems Nov 6, 2023 Decision Making Distributed Optimization
— Unverified Federated Learning for Clinical Structured Data: A Benchmark Comparison of Engineering and Statistical Approaches Nov 6, 2023 Federated Learning Privacy Preserving
— Unverified Communication Efficient and Privacy-Preserving Federated Learning Based on Evolution Strategies Nov 5, 2023 Federated Learning Privacy Preserving
Code Code Available Sample Complexity of Linear Regression Models for Opinion Formation in Networks Nov 4, 2023 Federated Learning regression
Code Code Available Hybrid quantum image classification and federated learning for hepatic steatosis diagnosis Nov 4, 2023 Diagnostic Federated Learning
— Unverified Client Orchestration and Cost-Efficient Joint Optimization for NOMA-Enabled Hierarchical Federated Learning Nov 3, 2023 Federated Learning Problem Decomposition
— Unverified Epidemic Decision-making System Based Federated Reinforcement Learning Nov 3, 2023 Decision Making Federated Learning
— Unverified Heterogeneous federated collaborative filtering using FAIR: Federated Averaging in Random Subspaces Nov 3, 2023 Collaborative Filtering Federated Learning
Code Code Available Dynamic Fair Federated Learning Based on Reinforcement Learning Nov 2, 2023 Fairness Federated Learning
— Unverified Decentralized Federated Learning on the Edge over Wireless Mesh Networks Nov 2, 2023 Benchmarking Federated Learning
— Unverified FedSN: A Federated Learning Framework over Heterogeneous LEO Satellite Networks Nov 2, 2023 Federated Learning image-classification
— Unverified Stochastic Smoothed Gradient Descent Ascent for Federated Minimax Optimization Nov 2, 2023 Federated Learning
— Unverified Federated Learning on Edge Sensing Devices: A Review Nov 2, 2023 Federated Learning
— Unverified StableFDG: Style and Attention Based Learning for Federated Domain Generalization Nov 1, 2023 Diversity Domain Generalization
— Unverified MetisFL: An Embarrassingly Parallelized Controller for Scalable & Efficient Federated Learning Workflows Nov 1, 2023 Federated Learning Scheduling
— Unverified A Comprehensive Study on Model Initialization Techniques Ensuring Efficient Federated Learning Oct 31, 2023 Federated Learning Privacy Preserving
— Unverified Privacy-preserving design of graph neural networks with applications to vertical federated learning Oct 31, 2023 Federated Learning Graph Representation Learning
— Unverified FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments Oct 31, 2023 Deep Learning Federated Learning
— Unverified Compression with Exact Error Distribution for Federated Learning Oct 31, 2023 Federated Learning
— Unverified FedRec+: Enhancing Privacy and Addressing Heterogeneity in Federated Recommendation Systems Oct 31, 2023 Federated Learning Recommendation Systems
— Unverified Enhancing Scalability and Reliability in Semi-Decentralized Federated Learning With Blockchain: Trust Penalization and Asynchronous Functionality Oct 30, 2023 Federated Learning
— Unverified PriPrune: Quantifying and Preserving Privacy in Pruned Federated Learning Oct 30, 2023 Federated Learning
— Unverified Privacy-preserving Federated Primal-dual Learning for Non-convex and Non-smooth Problems with Model Sparsification Oct 30, 2023 Federated Learning Privacy Preserving
— Unverified A Federated Learning Framework for Stenosis Detection Oct 30, 2023 Federated Learning
— Unverified Privacy-Preserving Federated Learning over Vertically and Horizontally Partitioned Data for Financial Anomaly Detection Oct 30, 2023 Anomaly Detection Federated Learning
— Unverified Maximum Knowledge Orthogonality Reconstruction with Gradients in Federated Learning Oct 30, 2023 Federated Learning
Code Code Available Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available Escaping Saddle Points in Heterogeneous Federated Learning via Distributed SGD with Communication Compression Oct 29, 2023 Federated Learning
— Unverified Efficient Cluster Selection for Personalized Federated Learning: A Multi-Armed Bandit Approach Oct 29, 2023 Federated Learning Personalized Federated Learning
— Unverified RAIFLE: Reconstruction Attacks on Interaction-based Federated Learning with Adversarial Data Manipulation Oct 29, 2023 Federated Learning Information Retrieval
Code Code Available Peer-to-Peer Deep Learning for Beyond-5G IoT Oct 29, 2023 Deep Learning Federated Learning
— Unverified Correlation Aware Sparsified Mean Estimation Using Random Projection Oct 29, 2023 Distributed Optimization Federated Learning
— Unverified Adaptive Test-Time Personalization for Federated Learning Oct 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available Rethinking Semi-Supervised Federated Learning: How to co-train fully-labeled and fully-unlabeled client imaging data Oct 28, 2023 Federated Learning image-classification
— Unverified 