Federated Learning

A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs NeurIPS 2024 A Hassle-free Algorithm for Strong Differential Privacy in Federated Learning Systems EMNLP 2024 A Huber Loss Minimization Approach to Byzantine Robust Federated Learning AAAI 2024 A Kernel Perspective on Distillation-based Collaborative Learning NeurIPS 2024 Algorithmic Foundation of Federated Learning with Sequential Data AAAI 2024 A Lightweight Method for Tackling Unknown Participation Statistics in Federated Averaging ICLR 2024 A multi-modal distributed learning algorithm in reproducing kernel Hilbert spaces L4DC 2024 A Mutual Information Perspective on Federated Contrastive Learning ICLR 2024 An Aggregation-Free Federated Learning for Tackling Data Heterogeneity CVPR 2024 Analysis of Privacy Leakage in Federated Large Language Models AISTATS 2024 An improved analysis of per-sample and per-update clipping in federated learning ICLR 2024 An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning CVPR 2024 A Privacy Preserving Federated Learning (PPFL) Based Cognitive Digital Twin (CDT) Framework for Smart Cities AAAI 2024 A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness JMLR 2024 A Survey on Efficient Federated Learning Methods for Foundation Model Training IJCAI 2024 A Swiss Army Knife for Heterogeneous Federated Learning: Flexible Coupling via Trace Norm NeurIPS 2024 A Systematic Survey on Federated Semi-supervised Learning IJCAI 2024 Backdoor Federated Learning by Poisoning Backdoor-Critical Layers ICLR 2024 Banded Square Root Matrix Factorization for Differentially Private Model Training NeurIPS 2024 Bayesian Coreset Optimization for Personalized Federated Learning ICLR 2024 Bayesian Regression Markets JMLR 2024 Benchmarking Algorithms for Federated Domain Generalization ICLR 2024 Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning AAAI 2024 Bidirectional Contrastive Split Learning for Visual Question Answering AAAI 2024 BOBA: Byzantine-Robust Federated Learning with Label Skewness AISTATS 2024