Federated Document Visual Question Answering: A Pilot Study May 10, 2024 Federated Learning Question Answering
Code Code Available Towards Privacy-Aware Causal Structure Learning in Federated Setting Nov 13, 2022 Federated Learning Privacy Preserving
Code Code Available Enhancing Heterogeneous Federated Learning with Knowledge Extraction and Multi-Model Fusion Aug 16, 2022 Federated Learning Knowledge Distillation
Code Code Available An Element-Wise Weights Aggregation Method for Federated Learning Apr 24, 2024 Federated Learning
Code Code Available A Statistical Analysis of Deep Federated Learning for Intrinsically Low-dimensional Data Oct 28, 2024 Federated Learning
Code Code Available Clustered Federated Learning via Generalized Total Variation Minimization May 26, 2021 Distributed Computing Edge-computing
Code Code Available Communication Resources Constrained Hierarchical Federated Learning for End-to-End Autonomous Driving Jun 28, 2023 Autonomous Driving Federated Learning
Code Code Available Heterogeneous Federated Learning with Prototype Alignment and Upscaling Jul 6, 2025 Federated Learning
Code Code Available Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Feb 9, 2021 Federated Learning
Code Code Available Adaptive Federated Learning in Resource Constrained Edge Computing Systems Apr 14, 2018 BIG-bench Machine Learning Edge-computing
Code Code Available HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning Mar 7, 2024 Domain Generalization Fairness
Code Code Available Serverless Federated AUPRC Optimization for Multi-Party Collaborative Imbalanced Data Mining Aug 6, 2023 Federated Learning Stochastic Optimization
Code Code Available Network-Level Adversaries in Federated Learning Aug 27, 2022 Federated Learning
Code Code Available HFedMS: Heterogeneous Federated Learning with Memorable Data Semantics in Industrial Metaverse Nov 7, 2022 Federated Learning Privacy Preserving
Code Code Available VFLGAN: Vertical Federated Learning-based Generative Adversarial Network for Vertically Partitioned Data Publication Apr 15, 2024 Federated Learning Generative Adversarial Network
Code Code Available Auto-weighted Robust Federated Learning with Corrupted Data Sources Jan 14, 2021 Federated Learning Privacy Preserving
Code Code Available Variance Reduced ProxSkip: Algorithm, Theory and Application to Federated Learning Jul 9, 2022 Distributed Optimization Federated Learning
Code Code Available Communication-Efficient Zeroth-Order Distributed Online Optimization: Algorithm, Theory, and Applications Jun 9, 2023 Federated Learning
Code Code Available HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography Sep 11, 2019 EEG Electroencephalogram (EEG)
Code Code Available Federated Stochastic Gradient Langevin Dynamics Apr 23, 2020 Federated Learning Metric Learning
Code Code Available Effective Heterogeneous Federated Learning via Efficient Hypernetwork-based Weight Generation Jul 3, 2024 Federated Learning
Code Code Available Federated Continual Learning for Text Classification via Selective Inter-client Transfer Oct 12, 2022 Continual Learning Federated Learning
Code Code Available Communication-efficient Vertical Federated Learning via Compressed Error Feedback Jun 20, 2024 Federated Learning Vertical Federated Learning
Code Code Available ADEPT: Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning Feb 19, 2024 Dimensionality Reduction Federated Learning
Code Code Available Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing May 25, 2024 Federated Learning Privacy Preserving
Code Code Available Variance Reduction is an Antidote to Byzantines: Better Rates, Weaker Assumptions and Communication Compression as a Cherry on the Top Jun 1, 2022 Federated Learning
Code Code Available NIPD: A Federated Learning Person Detection Benchmark Based on Real-World Non-IID Data Jun 28, 2023 Federated Learning Human Detection
Code Code Available Client-Edge-Cloud Hierarchical Federated Learning May 16, 2019 Federated Learning
Code Code Available Hierarchical Federated Learning in Multi-hop Cluster-Based VANETs Jan 18, 2024 Clustering Diversity
Code Code Available EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning Jun 16, 2025 Computational Efficiency Federated Learning
Code Code Available No Fear of Heterogeneity: Classifier Calibration for Federated Learning with Non-IID Data Jun 9, 2021 Classifier calibration Federated Learning
Code Code Available Synergizing Foundation Models and Federated Learning: A Survey Jun 18, 2024 Federated Learning Survey
Code Code Available Hierarchical Federated Learning with Multi-Timescale Gradient Correction Sep 27, 2024 Federated Learning
Code Code Available Noise-Aware Algorithm for Heterogeneous Differentially Private Federated Learning Jun 5, 2024 Federated Learning
Code Code Available Towards Federated Learning With Byzantine-Robust Client Weighting Apr 10, 2020 Federated Learning
Code Code Available Semi-Decentralized Federated Learning with Cooperative D2D Local Model Aggregations Mar 18, 2021 Federated Learning
Code Code Available A Distributed Generative AI Approach for Heterogeneous Multi-Domain Environments under Data Sharing constraints Jul 17, 2025 Federated Learning Image Generation
Code Code Available Synthetic data shuffling accelerates the convergence of federated learning under data heterogeneity Jun 23, 2023 Federated Learning
Code Code Available Certified Robustness in Federated Learning Jun 6, 2022 Federated Learning
Code Code Available Central Server Free Federated Learning over Single-sided Trust Social Networks Oct 11, 2019 Federated Learning
Code Code Available PRISM: Privacy-Preserving Improved Stochastic Masking for Federated Generative Models Mar 11, 2025 Federated Learning Privacy Preserving
Code Code Available Rethinking Byzantine Robustness in Federated Recommendation from Sparse Aggregation Perspective Jan 6, 2025 Federated Learning Recommendation Systems
Code Code Available Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies Sep 9, 2021 Benchmarking Federated Learning
Code Code Available Privacy Amplification by Decentralization Dec 9, 2020 Federated Learning
Code Code Available Privacy Amplification for Federated Learning via User Sampling and Wireless Aggregation Mar 2, 2021 Federated Learning
Code Code Available High Dimensional Restrictive Federated Model Selection with multi-objective Bayesian Optimization over shifted distributions Feb 24, 2019 Bayesian Optimization BIG-bench Machine Learning
Code Code Available Non-parametric regularization for class imbalance federated medical image classification Jul 17, 2024 Federated Learning image-classification
Code Code Available FedTune: Automatic Tuning of Federated Learning Hyper-Parameters from System Perspective Oct 6, 2021 Federated Learning
Code Code Available Early prediction of the risk of ICU mortality with Deep Federated Learning Dec 1, 2022 Federated Learning ICU Mortality
Code Code Available Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning May 31, 2024 Federated Learning Navigate
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