FedKD-hybrid: Federated Hybrid Knowledge Distillation for Lithography Hotspot Detection Jan 7, 2025 Federated Learning Knowledge Distillation
Code Code Available 5 FedLion: Faster Adaptive Federated Optimization with Fewer Communication Feb 15, 2024 Federated Learning
Code Code Available 5 FedNS: A Fast Sketching Newton-Type Algorithm for Federated Learning Jan 5, 2024 Federated Learning
Code Code Available 5 Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation Jun 13, 2025 Federated Learning
Code Code Available 5 Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach Jul 27, 2023 Age Estimation Federated Learning
Code Code Available 5 FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devices Jul 4, 2023 Federated Learning Indoor Localization
Code Code Available 5 Privacy and Accuracy Implications of Model Complexity and Integration in Heterogeneous Federated Learning Nov 29, 2023 Federated Learning Inference Attack
Code Code Available 5 FedHe: Heterogeneous Models and Communication-Efficient Federated Learning Oct 19, 2021 Federated Learning Knowledge Distillation
Code Code Available 5 FedPH: Privacy-enhanced Heterogeneous Federated Learning Jan 27, 2023 Federated Learning Privacy Preserving
Code Code Available 5 FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization May 29, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation Aug 21, 2024 Disentanglement Federated Learning
Code Code Available 5 An Element-Wise Weights Aggregation Method for Federated Learning Apr 24, 2024 Federated Learning
Code Code Available 5 FedHarmony: Unlearning Scanner Bias with Distributed Data May 31, 2022 Federated Learning
Code Code Available 5 FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness Jul 2, 2024 Federated Learning Image Segmentation
Code Code Available 5 Achieving Model Fairness in Vertical Federated Learning Sep 17, 2021 BIG-bench Machine Learning Fairness
Code Code Available 5 FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations Feb 2, 2023 Federated Learning global-optimization
Code Code Available 5 BOBA: Byzantine-Robust Federated Learning with Label Skewness Aug 27, 2022 Federated Learning Selection bias
Code Code Available 5 FedFT: Improving Communication Performance for Federated Learning with Frequency Space Transformation Sep 8, 2024 Federated Learning
Code Code Available 5 Addressing Heterogeneity in Federated Learning via Distributional Transformation Oct 26, 2022 Data Augmentation Federated Learning
Code Code Available 5 FedFTN: Personalized Federated Learning with Deep Feature Transformation Network for Multi-institutional Low-count PET Denoising Apr 2, 2023 Denoising Federated Learning
Code Code Available 5 A deep cut into Split Federated Self-supervised Learning Jun 12, 2024 Federated Learning Self-Supervised Learning
Code Code Available 5 pFedMoE: Data-Level Personalization with Mixture of Experts for Model-Heterogeneous Personalized Federated Learning Feb 2, 2024 Federated Learning Mixture-of-Experts
Code Code Available 5 FedGrad: Mitigating Backdoor Attacks in Federated Learning Through Local Ultimate Gradients Inspection Apr 29, 2023 Backdoor Attack Federated Learning
Code Code Available 5 FedMultimodal: A Benchmark For Multimodal Federated Learning Jun 15, 2023 Emotion Recognition Federated Learning
Code Code Available 5 Addressing Data Quality Decompensation in Federated Learning via Dynamic Client Selection May 27, 2025 Decompensation Federated Learning
Code Code Available 5 FedExP: Speeding Up Federated Averaging via Extrapolation Jan 23, 2023 Federated Learning
Code Code Available 5 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 5 FedFetch: Faster Federated Learning with Adaptive Downstream Prefetching Apr 21, 2025 Federated Learning
Code Code Available 5 An effective and efficient green federated learning method for one-layer neural networks Dec 22, 2023 Edge-computing Federated Learning
Code Code Available 5 Federated User Preference Modeling for Privacy-Preserving Cross-Domain Recommendation Aug 26, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Federated Unlearning via Class-Discriminative Pruning Oct 22, 2021 Federated Learning image-classification
Code Code Available 5 Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions Mar 1, 2024 Fairness Federated Learning
Code Code Available 5 Federated Visual Classification with Real-World Data Distribution Mar 18, 2020 Classification Diversity
Code Code Available 5 A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing Jan 9, 2025 Articles Federated Learning
Code Code Available 5 Federated Two Stage Decoupling With Adaptive Personalization Layers Aug 30, 2023 Clustering Federated Learning
Code Code Available 5 A New Perspective to Boost Performance Fairness for Medical Federated Learning Oct 12, 2024 Fairness Federated Learning
Code Code Available 5 Federated Survival Forests Feb 6, 2023 Federated Learning Missing Values
Code Code Available 5 Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients Apr 8, 2025 Federated Learning image-classification
Code Code Available 5 Federated Zeroth-Order Optimization using Trajectory-Informed Surrogate Gradients Aug 8, 2023 Adversarial Attack Federated Learning
Code Code Available 5 FedFOR: Stateless Heterogeneous Federated Learning with First-Order Regularization Sep 21, 2022 Federated Learning
Code Code Available 5 FedQV: Leveraging Quadratic Voting in Federated Learning Jan 2, 2024 Decision Making Federated Learning
Code Code Available 5 FedICT: Federated Multi-task Distillation for Multi-access Edge Computing Jan 1, 2023 Edge-computing Federated Learning
Code Code Available 5 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 5 FedRec: Federated Learning of Universal Receivers over Fading Channels Nov 14, 2020 Federated Learning
Code Code Available 5 FedReMa: Improving Personalized Federated Learning via Leveraging the Most Relevant Clients Nov 4, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 FedRIR: Rethinking Information Representation in Federated Learning Feb 2, 2025 Federated Learning
Code Code Available 5 Federated singular value decomposition for high dimensional data May 24, 2022 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available 5 Byzantine-Robust Variance-Reduced Federated Learning over Distributed Non-i.i.d. Data Sep 17, 2020 Federated Learning
Code Code Available 5 Lottery Aware Sparsity Hunting: Enabling Federated Learning on Resource-Limited Edge Aug 27, 2022 Federated Learning Model Compression
Code Code Available 5 Federated Representation Learning in the Under-Parameterized Regime Jun 7, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 