Federated Learning of Medical Concepts Embedding using BEHRT May 22, 2023 Federated Learning Language Modeling
Code Code Available Exact Penalty Method for Federated Learning Aug 23, 2022 Federated Learning
Code Code Available FLrce: Resource-Efficient Federated Learning with Early-Stopping Strategy Oct 15, 2023 Deep Learning Federated Learning
Code Code Available Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated Learning Oct 9, 2024 Benchmarking Fairness
Code Code Available FLsim: A Modular and Library-Agnostic Simulation Framework for Federated Learning Jul 15, 2025 Benchmarking Federated Learning
Code Code Available Personalized Federated Learning with Multiple Known Clusters Apr 28, 2022 Federated Learning Personalized Federated Learning
Code Code Available Personalized Federated Learning with Server-Side Information May 23, 2022 Federated Learning Personalized Federated Learning
Code Code Available Randomized Quantization is All You Need for Differential Privacy in Federated Learning Jun 20, 2023 All Federated Learning
Code Code Available Stochastic Unrolled Federated Learning May 24, 2023 Federated Learning Graph Neural Network
Code Code Available Federated Learning of Large Models at the Edge via Principal Sub-Model Training Aug 28, 2022 Federated Learning
Code Code Available Mitigating Group Bias in Federated Learning: Beyond Local Fairness May 17, 2023 Fairness Federated Learning
Code Code Available Federated Causal Inference from Observational Data Aug 24, 2023 Causal Inference Federated Learning
Code Code Available A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks May 10, 2022 Federated Learning
Code Code Available Ranking-Based At-Risk Student Prediction Using Federated Learning and Differential Features May 14, 2025 Federated Learning
Code Code Available The Skellam Mechanism for Differentially Private Federated Learning Oct 11, 2021 Federated Learning
Code Code Available Securing Distributed SGD against Gradient Leakage Threats May 10, 2023 Federated Learning
Code Code Available FLuID: Mitigating Stragglers in Federated Learning using Invariant Dropout Jul 5, 2023 Federated Learning Model extraction
Code Code Available Federated Learning Meets Fairness and Differential Privacy Aug 23, 2021 Fairness Federated Learning
Code Code Available Federated Learning in Unreliable and Resource-Constrained Cellular Wireless Networks Dec 9, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning Jun 6, 2022 Federated Learning Generalization Bounds
Code Code Available Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data Jun 1, 2022 Federated Learning image-classification
Code Code Available Straggler-Resilient Personalized Federated Learning Jun 5, 2022 Federated Learning Learning Theory
Code Code Available Personalized Multi-tier Federated Learning Jul 19, 2024 Federated Learning Personalized Federated Learning
Code Code Available Mitigating Sybils in Federated Learning Poisoning Aug 14, 2018 Diversity Federated Learning
Code Code Available Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources Nov 23, 2024 Data Integration Drug Discovery
Code Code Available The Tradeoff Between Privacy and Accuracy in Anomaly Detection Using Federated XGBoost Jul 16, 2019 Anomaly Detection Federated Learning
Code Code Available Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation Feb 16, 2022 Brain Tumor Segmentation Federated Learning
Code Code Available FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection Oct 15, 2024 Federated Learning Out-of-Distribution Generalization
Code Code Available Personalized Online Federated Learning with Multiple Kernels Nov 9, 2023 Federated Learning
Code Code Available Stragglers-Aware Low-Latency Synchronous Federated Learning via Layer-Wise Model Updates Mar 27, 2024 Federated Learning
Code Code Available Federated Learning in ASR: Not as Easy as You Think Sep 30, 2021 Federated Learning speech-recognition
Code Code Available Forgetting Any Data at Any Time: A Theoretically Certified Unlearning Framework for Vertical Federated Learning Feb 24, 2025 Federated Learning Machine Unlearning
Code Code Available Personalized Privacy-Preserving Framework for Cross-Silo Federated Learning Feb 22, 2023 Federated Learning Meta-Learning
Code Code Available A Field Guide to Federated Optimization Jul 14, 2021 Federated Learning
Code Code Available Decentralized Personalized Federated Learning based on a Conditional Sparse-to-Sparser Scheme Apr 24, 2024 Federated Learning Personalized Federated Learning
Code Code Available Evaluating Federated Kolmogorov-Arnold Networks on Non-IID Data Oct 11, 2024 Federated Learning Kolmogorov-Arnold Networks
Code Code Available An Improved Algorithm for Clustered Federated Learning Oct 20, 2022 Clustering Federated Learning
Code Code Available Estimation of Microphone Clusters in Acoustic Sensor Networks using Unsupervised Federated Learning Feb 5, 2021 Clustering Federated Learning
Code Code Available FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Nov 4, 2024 Continual Learning Contrastive Learning
Code Code Available Thinking Two Moves Ahead: Anticipating Other Users Improves Backdoor Attacks in Federated Learning Oct 17, 2022 Federated Learning image-classification
Code Code Available FRAIN to Train: A Fast-and-Reliable Solution for Decentralized Federated Learning May 7, 2025 Federated Learning image-classification
Code Code Available Decentralized Event-Triggered Federated Learning with Heterogeneous Communication Thresholds Apr 7, 2022 Federated Learning
Code Code Available Framework for Co-distillation Driven Federated Learning to Address Class Imbalance in Healthcare Nov 15, 2024 Federated Learning
Code Code Available R-CONV: An Analytical Approach for Efficient Data Reconstruction via Convolutional Gradients Jun 6, 2024 Federated Learning
Code Code Available FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation May 30, 2022 Federated Learning
Code Code Available A New Perspective to Boost Performance Fairness for Medical Federated Learning Oct 12, 2024 Fairness Federated Learning
Code Code Available Reactive Orchestration for Hierarchical Federated Learning Under a Communication Cost Budget Dec 4, 2024 Federated Learning
Code Code Available Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Jun 9, 2025 Deep Reinforcement Learning Federated Learning
Code Code Available FedER: Federated Learning through Experience Replay and Privacy-Preserving Data Synthesis Jun 20, 2022 Federated Learning Privacy Preserving
Code Code Available Federated Learning Hyper-Parameter Tuning from a System Perspective Nov 24, 2022 Federated Learning
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