FedExP: Speeding Up Federated Averaging via Extrapolation Jan 23, 2023 Federated Learning
Code Code Available SparsyFed: Sparse Adaptive Federated Training Apr 7, 2025 Federated Learning
Code Code Available Federating Dynamic Models using Early-Exit Architectures for Automatic Speech Recognition on Heterogeneous Clients May 27, 2024 Automatic Speech Recognition Federated Learning
Code Code Available FedNS: A Fast Sketching Newton-Type Algorithm for Federated Learning Jan 5, 2024 Federated Learning
Code Code Available Differentially Private Federated Variational Inference Nov 24, 2019 Bayesian Inference Federated Learning
Code Code Available Learnable Sparse Customization in Heterogeneous Edge Computing Dec 10, 2024 Edge-computing Federated Learning
Code Code Available Federated Zeroth-Order Optimization using Trajectory-Informed Surrogate Gradients Aug 8, 2023 Adversarial Attack Federated Learning
Code Code Available Attention on Personalized Clinical Decision Support System: Federated Learning Approach Jan 22, 2024 Disease Prediction Federated Learning
Code Code Available FedAPM: Federated Learning via ADMM with Partial Model Personalization Jun 5, 2025 Federated Learning
Code Code Available Attacks on fairness in Federated Learning Nov 21, 2023 Attribute Backdoor Attack
Code Code Available Why Batch Normalization Damage Federated Learning on Non-IID Data? Jan 8, 2023 Federated Learning
Code Code Available FedAli: Personalized Federated Learning with Aligned Prototypes through Optimal Transport Nov 15, 2024 Activity Recognition Federated Learning
Code Code Available Learn How to Query from Unlabeled Data Streams in Federated Learning Dec 11, 2024 Benchmarking Decision Making
Code Code Available FedOS: using open-set learning to stabilize training in federated learning Aug 22, 2022 Federated Learning Open Set Learning
Code Code Available Attack-Resistant Federated Learning with Residual-based Reweighting Dec 24, 2019 Federated Learning regression
Code Code Available FedAH: Aggregated Head for Personalized Federated Learning Dec 2, 2024 Federated Learning Personalized Federated Learning
Code Code Available Voronoi-grid-based Pareto Front Learning and Its Application to Collaborative Federated Learning May 27, 2025 Federated Learning
Code Code Available Bridging Differential Privacy and Byzantine-Robustness via Model Aggregation Apr 29, 2022 Federated Learning
Code Code Available Over-the-Air Fair Federated Learning via Multi-Objective Optimization Jan 6, 2025 Fairness Federated Learning
Code Code Available FedPall: Prototype-based Adversarial and Collaborative Learning for Federated Learning with Feature Drift Jul 7, 2025 Federated Learning
Code Code Available FedPalm: A General Federated Learning Framework for Closed- and Open-Set Palmprint Verification Mar 5, 2025 Federated Learning Privacy Preserving
Code Code Available ATR-Bench: A Federated Learning Benchmark for Adaptation, Trust, and Reasoning May 22, 2025 Federated Learning
Code Code Available Sample-based and Feature-based Federated Learning for Unconstrained and Constrained Nonconvex Optimization via Mini-batch SSCA Apr 13, 2021 Federated Learning
Code Code Available Federated Visual Classification with Real-World Data Distribution Mar 18, 2020 Classification Diversity
Code Code Available Spectral Co-Distillation for Personalized Federated Learning Jan 29, 2024 Federated Learning Personalized Federated Learning
Code Code Available Differentially-Private Federated Linear Bandits Oct 22, 2020 Federated Learning
Code Code Available Sample Complexity of Linear Regression Models for Opinion Formation in Networks Nov 4, 2023 Federated Learning regression
Code Code Available Feature Reconstruction Attacks and Countermeasures of DNN training in Vertical Federated Learning Oct 13, 2022 Federated Learning Reconstruction Attack
Code Code Available FedPAW: Federated Learning with Personalized Aggregation Weights for Urban Vehicle Speed Prediction Dec 2, 2024 Autonomous Driving Federated Learning
Code Code Available Profit Allocation for Federated Learning Jan 1, 2019 Data Valuation Federated Learning
Code Code Available Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack Apr 22, 2023 Federated Learning
Code Code Available Federated User Preference Modeling for Privacy-Preserving Cross-Domain Recommendation Aug 26, 2024 Federated Learning Privacy Preserving
Code Code Available Learning Private Neural Language Modeling with Attentive Aggregation Dec 17, 2018 Federated Learning Language Modeling
Code Code Available Learning Rate Adaptation for Federated and Differentially Private Learning Sep 11, 2018 Federated Learning
Code Code Available Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach Jul 27, 2023 Age Estimation Federated Learning
Code Code Available Learning Task-Aware Energy Disaggregation: a Federated Approach Apr 14, 2022 Federated Learning Meta-Learning
Code Code Available Federated Unlearning via Class-Discriminative Pruning Oct 22, 2021 Federated Learning image-classification
Code Code Available Learning to Backdoor Federated Learning Mar 6, 2023 Backdoor Attack Federated Learning
Code Code Available Feature Norm Regularized Federated Learning: Transforming Skewed Distributions into Global Insights Dec 12, 2023 Federated Learning
Code Code Available Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients Apr 8, 2025 Federated Learning image-classification
Code Code Available Aergia: Leveraging Heterogeneity in Federated Learning Systems Oct 12, 2022 Federated Learning
Code Code Available Communication-Efficient Design of Learning System for Energy Demand Forecasting of Electrical Vehicles Sep 4, 2023 Demand Forecasting Federated Learning
Code Code Available A Joint Approach to Local Updating and Gradient Compression for Efficient Asynchronous Federated Learning Jul 6, 2024 Federated Learning image-classification
Code Code Available FDAPT: Federated Domain-adaptive Pre-training for Language Models Jul 12, 2023 Computational Efficiency Federated Learning
Code Code Available Differentially Private Federated Learning via Reconfigurable Intelligent Surface Mar 31, 2022 Drug Discovery Federated Learning
Code Code Available FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring May 1, 2023 Federated Learning image-classification
Code Code Available Communication-Efficient and Privacy-Adaptable Mechanism for Federated Learning Jan 21, 2025 Federated Learning
Code Code Available Asynchronous Federated Optimization Mar 10, 2019 Federated Learning
Code Code Available Federated Two Stage Decoupling With Adaptive Personalization Layers Aug 30, 2023 Clustering Federated Learning
Code Code Available FedPref: Federated Learning Across Heterogeneous Multi-objective Preferences Jan 23, 2025 Federated Learning
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