A Differentially Private Blockchain-Based Approach for Vertical Federated Learning Jul 9, 2024 Federated Learning Vertical Federated Learning
Code Code Available Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive Sparsified Model Aggregation Sep 2, 2024 Federated Learning
Code Code Available TEE-based decentralized recommender systems: The raw data sharing redemption Feb 23, 2022 Collaborative Filtering Federated Learning
Code Code Available Internal Cross-layer Gradients for Extending Homogeneity to Heterogeneity in Federated Learning Aug 22, 2023 Federated Learning
Code Code Available Byzantine-Robust Variance-Reduced Federated Learning over Distributed Non-i.i.d. Data Sep 17, 2020 Federated Learning
Code Code Available Interpretability of Fine-grained Classification of Sadness and Depression Mar 20, 2022 Classification Federated Learning
Code Code Available Dropout is NOT All You Need to Prevent Gradient Leakage Aug 12, 2022 All Federated Learning
Code Code Available VertiBayes: Learning Bayesian network parameters from vertically partitioned data with missing values Oct 31, 2022 Federated Learning Missing Values
Code Code Available FedCore: Straggler-Free Federated Learning with Distributed Coresets Jan 31, 2024 Federated Learning
Code Code Available Soft-Label Caching and Sharpening for Communication-Efficient Federated Distillation Apr 28, 2025 Federated Learning
Code Code Available Communication-Efficient Federated Learning via Predictive Coding Aug 2, 2021 Data Compression Federated Learning
Code Code Available A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging Apr 28, 2025 Federated Learning Kolmogorov-Arnold Networks
Code Code Available Privacy-preserving patient clustering for personalized federated learning Jul 17, 2023 Clustering Federated Learning
Code Code Available FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust Clustering Jan 29, 2023 Clustering Federated Learning
Code Code Available On the Outsized Importance of Learning Rates in Local Update Methods Jul 2, 2020 Federated Learning Meta-Learning
Code Code Available Uncertainty-Aware Label Refinement on Hypergraphs for Personalized Federated Facial Expression Recognition Jan 3, 2025 Facial Expression Recognition Facial Expression Recognition (FER)
Code Code Available Byzantine-Robust Clustered Federated Learning Jun 1, 2023 Clustering Federated Learning
Code Code Available On the (In)security of Peer-to-Peer Decentralized Machine Learning May 17, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available Fed-CO2: Cooperation of Online and Offline Models for Severe Data Heterogeneity in Federated Learning Dec 21, 2023 Domain Generalization Federated Learning
Code Code Available FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning Nov 16, 2021 Federated Learning Privacy Preserving
Code Code Available On the Robustness of Distributed Machine Learning against Transfer Attacks Dec 18, 2024 Federated Learning
Code Code Available Byzantine-Robust Aggregation for Securing Decentralized Federated Learning Sep 26, 2024 Federated Learning image-classification
Code Code Available Investigating the Predictive Reproducibility of Federated Graph Neural Networks using Medical Datasets Sep 13, 2022 Federated Learning
Code Code Available Investigation of Federated Learning Algorithms for Retinal Optical Coherence Tomography Image Classification with Statistical Heterogeneity Feb 15, 2024 Federated Learning image-classification
Code Code Available IODeep: an IOD for the introduction of deep learning in the DICOM standard Nov 10, 2023 Diagnostic Federated Learning
Code Code Available FedCert: Federated Accuracy Certification Oct 4, 2024 Federated Learning
Code Code Available Uncertainty-Based Extensible Codebook for Discrete Federated Learning in Heterogeneous Data Silos Feb 29, 2024 Diversity Federated Learning
Code Code Available Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback Dec 28, 2021 Federated Learning Stochastic Optimization
Code Code Available Robust Heterogeneous Federated Learning under Data Corruption Jan 1, 2023 Data Augmentation Federated Learning
Code Code Available IPLS : A Framework for Decentralized Federated Learning Jan 6, 2021 Federated Learning
Code Code Available DRL-Based Resource Allocation for Motion Blur Resistant Federated Self-Supervised Learning in IoV Aug 17, 2024 CPU Deep Reinforcement Learning
Code Code Available IronForge: An Open, Secure, Fair, Decentralized Federated Learning Jan 7, 2023 Fairness Federated Learning
Code Code Available Federated Learning of Dynamic Bayesian Network via Continuous Optimization from Time Series Data Dec 13, 2024 Causal Discovery Federated Learning
Code Code Available On Vessel Location Forecasting and the Effect of Federated Learning May 30, 2024 Federated Learning
Code Code Available ISFL: Federated Learning for Non-i.i.d. Data with Local Importance Sampling Oct 5, 2022 Diversity Federated Learning
Code Code Available Is Non-IID Data a Threat in Federated Online Learning to Rank? Apr 20, 2022 Federated Learning Information Retrieval
Code Code Available DRIVE: One-bit Distributed Mean Estimation May 18, 2021 Federated Learning
Code Code Available DP-RTFL: Differentially Private Resilient Temporal Federated Learning for Trustworthy AI in Regulated Industries May 27, 2025 Federated Learning Privacy Preserving
Code Code Available Robust Knowledge Distillation in Federated Learning: Counteracting Backdoor Attacks Feb 1, 2025 Federated Learning Knowledge Distillation
Code Code Available DPD-fVAE: Synthetic Data Generation Using Federated Variational Autoencoders With Differentially-Private Decoder Nov 21, 2022 Decoder Federated Learning
Code Code Available Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation Jul 14, 2025 Domain Adaptation Federated Learning
Code Code Available Adaptive Compression in Federated Learning via Side Information Jun 22, 2023 Federated Learning
Code Code Available Federated Learning over Connected Modes Mar 5, 2024 Clustering Federated Learning
Code Code Available FedBoosting: Federated Learning with Gradient Protected Boosting for Text Recognition Jul 14, 2020 Federated Learning
Code Code Available Open-Vocabulary Federated Learning with Multimodal Prototyping Apr 1, 2024 Federated Learning
Code Code Available FDA-Opt: Communication-Efficient Federated Fine-Tuning of Language Models May 7, 2025 Federated Learning
Code Code Available DNN gradient lossless compression: Can GenNorm be the answer? Nov 15, 2021 Federated Learning
Code Code Available Divergence-aware Federated Self-Supervised Learning Apr 9, 2022 Federated Learning Federated Unsupervised Learning
Code Code Available Solving a Class of Non-Convex Minimax Optimization in Federated Learning Oct 5, 2023 Federated Learning
Code Code Available Distributionally Robust Learning for Multi-source Unsupervised Domain Adaptation Sep 5, 2023 Domain Adaptation Federated Learning
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