FedST: Secure Federated Shapelet Transformation for Time Series Classification Feb 21, 2023 Classification Federated Learning
— Unverified Speech Privacy Leakage from Shared Gradients in Distributed Learning Feb 21, 2023 Federated Learning Keyword Spotting
— Unverified A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness, and Privacy Feb 21, 2023 Drug Discovery Federated Learning
— Unverified FedSDG-FS: Efficient and Secure Feature Selection for Vertical Federated Learning Feb 21, 2023 Feature Importance feature selection
— Unverified Fusion of Global and Local Knowledge for Personalized Federated Learning Feb 21, 2023 Federated Learning Personalized Federated Learning
Code Code Available CADIS: Handling Cluster-skewed Non-IID Data in Federated Learning with Clustered Aggregation and Knowledge DIStilled Regularization Feb 21, 2023 Federated Learning Knowledge Distillation
Code Code Available Federated Gradient Matching Pursuit Feb 20, 2023 Federated Learning Privacy Preserving
— Unverified TAMUNA: Doubly Accelerated Distributed Optimization with Local Training, Compression, and Partial Participation Feb 20, 2023 Distributed Optimization Federated Learning
— Unverified ByzSecAgg: A Byzantine-Resistant Secure Aggregation Scheme for Federated Learning Based on Coded Computing and Vector Commitment Feb 20, 2023 Federated Learning Outlier Detection
— Unverified WW-FL: Secure and Private Large-Scale Federated Learning Feb 20, 2023 Data Poisoning Federated Learning
— Unverified FederatedTrust: A Solution for Trustworthy Federated Learning Feb 20, 2023 Edge-computing Fairness
— Unverified Magnitude Matters: Fixing SIGNSGD Through Magnitude-Aware Sparsification in the Presence of Data Heterogeneity Feb 19, 2023 Federated Learning
— Unverified Breaking the Communication-Privacy-Accuracy Tradeoff with f-Differential Privacy Feb 19, 2023 Data Compression Federated Learning
— Unverified On Feasibility of Server-side Backdoor Attacks on Split Learning Feb 19, 2023 Backdoor Attack Federated Learning
— Unverified Delving into the Adversarial Robustness of Federated Learning Feb 19, 2023 Adversarial Robustness Federated Learning
— Unverified Online Spatio-Temporal Correlation-Based Federated Learning for Traffic Flow Forecasting Feb 17, 2023 Federated Learning Graph Attention
— Unverified AutoFed: Heterogeneity-Aware Federated Multimodal Learning for Robust Autonomous Driving Feb 17, 2023 Autonomous Driving Autonomous Vehicles
— Unverified Towards Zero-trust Security for the Metaverse Feb 17, 2023 Federated Learning
— Unverified Welfare and Fairness Dynamics in Federated Learning: A Client Selection Perspective Feb 17, 2023 Distributed Computing Fairness
— Unverified Efficient Classification of SARS-CoV-2 Spike Sequences Using Federated Learning Feb 17, 2023 Federated Learning Privacy Preserving
— Unverified Smoothly Giving up: Robustness for Simple Models Feb 17, 2023 Federated Learning regression
— Unverified Privately Customizing Prefinetuning to Better Match User Data in Federated Learning Feb 17, 2023 Federated Learning Language Modeling
— Unverified Clustered Data Sharing for Non-IID Federated Learning over Wireless Networks Feb 17, 2023 Clustering Federated Learning
— Unverified Federated Learning as a Network Effects Game Feb 16, 2023 Federated Learning
— Unverified Distributed Learning in Heterogeneous Environment: federated learning with adaptive aggregation and computation reduction Feb 16, 2023 CPU Federated Learning
— Unverified Balancing Privacy Protection and Interpretability in Federated Learning Feb 16, 2023 Federated Learning
— Unverified Tight Auditing of Differentially Private Machine Learning Feb 15, 2023 Federated Learning
— Unverified FedABC: Targeting Fair Competition in Personalized Federated Learning Feb 15, 2023 Binary Classification Federated Learning
— Unverified Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Feb 15, 2023 Federated Learning
Code Code Available A Federated Learning Benchmark for Drug-Target Interaction Feb 15, 2023 Federated Learning Privacy Preserving
Code Code Available Bayesian Federated Inference for estimating Statistical Models based on Non-shared Multicenter Data sets Feb 15, 2023 Federated Learning
— Unverified Adaptive incentive for cross-silo federated learning: A multi-agent reinforcement learning approach Feb 15, 2023 Federated Learning Multi-agent Reinforcement Learning
— Unverified An Experimental Study of Byzantine-Robust Aggregation Schemes in Federated Learning Feb 14, 2023 Federated Learning
— Unverified FedLE: Federated Learning Client Selection with Lifespan Extension for Edge IoT Networks Feb 14, 2023 Federated Learning Privacy Preserving
— Unverified EPISODE: Episodic Gradient Clipping with Periodic Resampled Corrections for Federated Learning with Heterogeneous Data Feb 14, 2023 Federated Learning
Code Code Available Federated Learning via Indirect Server-Client Communications Feb 14, 2023 Federated Learning Privacy Preserving
— Unverified Communication-Efficient Federated Bilevel Optimization with Local and Global Lower Level Problems Feb 13, 2023 Bilevel Optimization Federated Learning
— Unverified FilFL: Client Filtering for Optimized Client Participation in Federated Learning Feb 13, 2023 Federated Learning
Code Code Available Federated attention consistent learning models for prostate cancer diagnosis and Gleason grading Feb 13, 2023 Contrastive Learning Ethics
— Unverified Multi-Carrier NOMA-Empowered Wireless Federated Learning with Optimal Power and Bandwidth Allocation Feb 13, 2023 Federated Learning
— Unverified FedDA: Faster Framework of Local Adaptive Gradient Methods via Restarted Dual Averaging Feb 13, 2023 Federated Learning
— Unverified Communication and Storage Efficient Federated Split Learning Feb 11, 2023 Federated Learning
— Unverified Vertical Federated Knowledge Transfer via Representation Distillation for Healthcare Collaboration Networks Feb 11, 2023 Diagnostic Federated Learning
— Unverified Enhance Local Consistency in Federated Learning: A Multi-Step Inertial Momentum Approach Feb 11, 2023 Edge-computing Federated Learning
— Unverified Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting Feb 10, 2023 Domain Adaptation Federated Learning
Code Code Available Privacy Against Agnostic Inference Attacks in Vertical Federated Learning Feb 10, 2023 Federated Learning Inference Attack
— Unverified Achieving Linear Speedup in Non-IID Federated Bilevel Learning Feb 10, 2023 Bilevel Optimization Federated Learning
— Unverified Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines Feb 9, 2023 AutoML Federated Learning
Code Code Available Delay Sensitive Hierarchical Federated Learning with Stochastic Local Updates Feb 9, 2023 Federated Learning
— Unverified Near-Field Terahertz Communications: Model-Based and Model-Free Channel Estimation Feb 9, 2023 Federated Learning model
— Unverified 