Personalized Privacy-Preserving Framework for Cross-Silo Federated Learning Feb 22, 2023 Federated Learning Meta-Learning
Code Code Available Advancements in Federated Learning: Models, Methods, and Privacy Feb 22, 2023 Federated Learning Privacy Preserving
— Unverified Fusion of Global and Local Knowledge for Personalized Federated Learning Feb 21, 2023 Federated Learning Personalized Federated Learning
Code Code Available 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 FedSpeed: Larger Local Interval, Less Communication Round, and Higher Generalization Accuracy Feb 21, 2023 Federated Learning
Code Code Available FedSDG-FS: Efficient and Secure Feature Selection for Vertical Federated Learning Feb 21, 2023 Feature Importance feature selection
— Unverified 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 A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness, and Privacy Feb 21, 2023 Drug Discovery Federated Learning
— Unverified Federated Learning for ASR based on Wav2vec 2.0 Feb 20, 2023 Federated Learning Language Modeling
Code Code Available 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 Federated Gradient Matching Pursuit Feb 20, 2023 Federated Learning Privacy Preserving
— Unverified WW-FL: Secure and Private Large-Scale Federated Learning Feb 20, 2023 Data Poisoning Federated Learning
— Unverified TAMUNA: Doubly Accelerated Distributed Optimization with Local Training, Compression, and Partial Participation Feb 20, 2023 Distributed Optimization 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 Smoothly Giving up: Robustness for Simple Models Feb 17, 2023 Federated Learning regression
— Unverified Clustered Data Sharing for Non-IID Federated Learning over Wireless Networks Feb 17, 2023 Clustering Federated Learning
— Unverified Efficient Classification of SARS-CoV-2 Spike Sequences Using Federated Learning Feb 17, 2023 Federated Learning Privacy Preserving
— Unverified Online Spatio-Temporal Correlation-Based Federated Learning for Traffic Flow Forecasting Feb 17, 2023 Federated Learning Graph Attention
— Unverified Towards Zero-trust Security for the Metaverse Feb 17, 2023 Federated Learning
— Unverified AutoFed: Heterogeneity-Aware Federated Multimodal Learning for Robust Autonomous Driving Feb 17, 2023 Autonomous Driving Autonomous Vehicles
— Unverified Multimodal Federated Learning via Contrastive Representation Ensemble Feb 17, 2023 Federated Learning Image-text Retrieval
Code Code Available Privately Customizing Prefinetuning to Better Match User Data in Federated Learning Feb 17, 2023 Federated Learning Language Modeling
— Unverified Welfare and Fairness Dynamics in Federated Learning: A Client Selection Perspective Feb 17, 2023 Distributed Computing Fairness
— Unverified Distributed Learning in Heterogeneous Environment: federated learning with adaptive aggregation and computation reduction Feb 16, 2023 CPU Federated Learning
— Unverified Federated Learning as a Network Effects Game Feb 16, 2023 Federated Learning
— Unverified Balancing Privacy Protection and Interpretability in Federated Learning Feb 16, 2023 Federated Learning
— Unverified FedABC: Targeting Fair Competition in Personalized Federated Learning Feb 15, 2023 Binary Classification 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 A Federated Learning Benchmark for Drug-Target Interaction Feb 15, 2023 Federated Learning Privacy Preserving
Code Code Available Tight Auditing of Differentially Private Machine Learning Feb 15, 2023 Federated Learning
— Unverified Bayesian Federated Inference for estimating Statistical Models based on Non-shared Multicenter Data sets Feb 15, 2023 Federated Learning
— Unverified Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Feb 15, 2023 Federated Learning
Code Code Available Revisiting Weighted Aggregation in Federated Learning with Neural Networks Feb 14, 2023 Federated Learning
Code Code Available FedLE: Federated Learning Client Selection with Lifespan Extension for Edge IoT Networks Feb 14, 2023 Federated Learning Privacy Preserving
— Unverified Federated Learning via Indirect Server-Client Communications 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 An Experimental Study of Byzantine-Robust Aggregation Schemes in Federated Learning Feb 14, 2023 Federated Learning
— Unverified Multi-Carrier NOMA-Empowered Wireless Federated Learning with Optimal Power and Bandwidth Allocation Feb 13, 2023 Federated Learning
— Unverified PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees Feb 13, 2023 Federated Learning Generalization Bounds
Code Code Available Communication-Efficient Federated Bilevel Optimization with Local and Global Lower Level Problems Feb 13, 2023 Bilevel Optimization Federated Learning
— Unverified Federated attention consistent learning models for prostate cancer diagnosis and Gleason grading Feb 13, 2023 Contrastive Learning Ethics
— Unverified FedDA: Faster Framework of Local Adaptive Gradient Methods via Restarted Dual Averaging Feb 13, 2023 Federated Learning
— Unverified One-Shot Federated Conformal Prediction Feb 13, 2023 Conformal Prediction Federated Learning
Code Code Available FilFL: Client Filtering for Optimized Client Participation in Federated Learning Feb 13, 2023 Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting Feb 13, 2023 Federated Learning
Code Code Available 