Federated Survival Forests Feb 6, 2023 Federated Learning Missing Values
Code Code Available Speed Up Federated Learning in Heterogeneous Environment: A Dynamic Tiering Approach Dec 9, 2023 Federated Learning Image Classification
Code Code Available Adversarially Guided Stateful Defense Against Backdoor Attacks in Federated Deep Learning Oct 15, 2024 Federated Learning
Code Code Available Cross-client Label Propagation for Transductive and Semi-Supervised Federated Learning Oct 12, 2022 Federated Learning Pseudo Label
Code Code Available BOBA: Byzantine-Robust Federated Learning with Label Skewness Aug 27, 2022 Federated Learning Selection bias
Code Code Available Federated Submodel Optimization for Hot and Cold Data Features Sep 16, 2021 Federated Learning
Code Code Available Learn What You Need in Personalized Federated Learning Jan 16, 2024 Federated Learning image-classification
Code Code Available LEFL: Low Entropy Client Sampling in Federated Learning Dec 29, 2023 Federated Learning
Code Code Available Communication Efficient and Privacy-Preserving Federated Learning Based on Evolution Strategies Nov 5, 2023 Federated Learning Privacy Preserving
Code Code Available Federated Stain Normalization for Computational Pathology Sep 29, 2022 Diversity Federated Learning
Code Code Available FedQAS: Privacy-aware machine reading comprehension with federated learning Feb 9, 2022 Conversational Question Answering Federated Learning
Code Code Available Communication-Efficient ADMM-based Federated Learning Oct 28, 2021 Federated Learning
Code Code Available Less is More: A privacy-respecting Android malware classifier using Federated Learning Jul 16, 2020 Federated Learning Malware Classification
Code Code Available Fed-QSSL: A Framework for Personalized Federated Learning under Bitwidth and Data Heterogeneity Dec 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions Mar 1, 2024 Fairness Federated Learning
Code Code Available FedQV: Leveraging Quadratic Voting in Federated Learning Jan 2, 2024 Decision Making Federated Learning
Code Code Available Federated Spectral Graph Transformers Meet Neural Ordinary Differential Equations for Non-IID Graphs Apr 16, 2025 Federated Learning Fraud Detection
Code Code Available Fed-RAC: Resource-Aware Clustering for Tackling Heterogeneity of Participants in Federated Learning Mar 20, 2024 Clustering Federated Learning
Code Code Available Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up Mar 10, 2025 Federated Learning
Code Code Available Leverage Variational Graph Representation For Model Poisoning on Federated Learning Apr 23, 2024 Federated Learning Model Poisoning
Code Code Available Lottery Aware Sparsity Hunting: Enabling Federated Learning on Resource-Limited Edge Aug 27, 2022 Federated Learning Model Compression
Code Code Available FedRAV: Hierarchically Federated Region-Learning for Traffic Object Classification of Autonomous Vehicles Nov 21, 2024 Autonomous Driving Autonomous Vehicles
Code Code Available Proof-of-Collaborative-Learning: A Multi-winner Federated Learning Consensus Algorithm Jul 17, 2024 Federated Learning
Code Code Available The Cost of Local and Global Fairness in Federated Learning Mar 27, 2025 Fairness Federated Learning
Code Code Available The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation Feb 12, 2021 Federated Learning Quantization
Code Code Available Federated singular value decomposition for high dimensional data May 24, 2022 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available A Hybrid Approach to Privacy-Preserving Federated Learning Dec 7, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available FedRec: Federated Learning of Universal Receivers over Fading Channels Nov 14, 2020 Federated Learning
Code Code Available Wyner-Ziv Estimators for Distributed Mean Estimation with Side Information and Optimization Nov 24, 2020 Distributed Optimization Federated Learning
Code Code Available Understanding the Statistical Accuracy-Communication Trade-off in Personalized Federated Learning with Minimax Guarantees Oct 11, 2024 Federated Learning Personalized Federated Learning
Code Code Available FedRef: Communication-Efficient Bayesian Fine Tuning with Reference Model Jun 29, 2025 Brain Tumor Segmentation Federated Learning
Code Code Available Scalable Data Point Valuation in Decentralized Learning May 1, 2023 Data Valuation Federated Learning
Code Code Available FedReMa: Improving Personalized Federated Learning via Leveraging the Most Relevant Clients Nov 4, 2024 Federated Learning Personalized Federated Learning
Code Code Available User Consented Federated Recommender System Against Personalized Attribute Inference Attack Dec 23, 2023 Attribute Federated Learning
Code Code Available Parameter-Efficient Fine-Tuning without Introducing New Latency May 26, 2023 Federated Learning parameter-efficient fine-tuning
Code Code Available URVFL: Undetectable Data Reconstruction Attack on Vertical Federated Learning Apr 30, 2024 Federated Learning Reconstruction Attack
Code Code Available Blinder: End-to-end Privacy Protection in Sensing Systems via Personalized Federated Learning Sep 24, 2022 Federated Learning Meta-Learning
Code Code Available Differentially Private Federated Learning for Cancer Prediction Jan 8, 2021 Federated Learning Prediction
Code Code Available The Effect of Training Parameters and Mechanisms on Decentralized Federated Learning based on MNIST Dataset Aug 7, 2021 Federated Learning
Code Code Available Towards Fair and Privacy-Preserving Federated Deep Models Jun 4, 2019 Benchmarking Deep Learning
Code Code Available Asynchronous Federated Learning: A Scalable Approach for Decentralized Machine Learning Dec 23, 2024 Federated Learning Privacy Preserving
Code Code Available FedRIR: Rethinking Information Representation in Federated Learning Feb 2, 2025 Federated Learning
Code Code Available FedSECA: Sign Election and Coordinate-wise Aggregation of Gradients for Byzantine Tolerant Federated Learning Nov 6, 2024 Federated Learning Model Poisoning
Code Code Available FedRKG: A Privacy-preserving Federated Recommendation Framework via Knowledge Graph Enhancement Jan 20, 2024 Federated Learning Privacy Preserving
Code Code Available FedRN: Exploiting k-Reliable Neighbors Towards Robust Federated Learning May 3, 2022 Federated Learning
Code Code Available PaDPaF: Partial Disentanglement with Partially-Federated GANs Dec 7, 2022 Disentanglement Federated Learning
Code Code Available Federated Semi-Supervised Multi-Task Learning to Detect COVID-19 and Lungs Segmentation Marking Using Chest Radiography Images and Raspberry Pi Devices: An Internet of Medical Things Application Jul 24, 2021 Federated Learning Multi-Task Learning
Code Code Available Federated Semi-Supervised Learning with Prototypical Networks May 27, 2022 Federated Learning
Code Code Available LiD-FL: Towards List-Decodable Federated Learning Aug 9, 2024 Federated Learning image-classification
Code Code Available Scale Federated Learning for Label Set Mismatch in Medical Image Classification Apr 14, 2023 Federated Learning image-classification
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