Federated Causal Discovery From Interventions Nov 7, 2022 Causal Discovery Federated Learning
Code Code Available 5 FedCert: Federated Accuracy Certification Oct 4, 2024 Federated Learning
Code Code Available 5 Communication-Efficient ADMM-based Federated Learning Oct 28, 2021 Federated Learning
Code Code Available 5 FedCCRL: Federated Domain Generalization with Cross-Client Representation Learning Oct 15, 2024 Diversity Domain Generalization
Code Code Available 5 FedBChain: A Blockchain-enabled Federated Learning Framework for Improving DeepConvLSTM with Comparative Strategy Insights Jul 31, 2024 Activity Recognition Federated Learning
Code Code Available 5 MARINA: Faster Non-Convex Distributed Learning with Compression Feb 15, 2021 All Federated Learning
Code Code Available 5 Masked Autoencoders are Parameter-Efficient Federated Continual Learners Nov 4, 2024 Continual Learning Federated Learning
Code Code Available 5 Maximum Knowledge Orthogonality Reconstruction with Gradients in Federated Learning Oct 30, 2023 Federated Learning
Code Code Available 5 FedBug: A Bottom-Up Gradual Unfreezing Framework for Federated Learning Jul 19, 2023 Federated Learning
Code Code Available 5 FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning Feb 24, 2025 Federated Learning
Code Code Available 5 FedBrain-Distill: Communication-Efficient Federated Brain Tumor Classification Using Ensemble Knowledge Distillation on Non-IID Data Sep 9, 2024 Brain Tumor Classification Federated Learning
Code Code Available 5 Memory-aware curriculum federated learning for breast cancer classification Jul 6, 2021 Breast Cancer Detection Cancer Classification
Code Code Available 5 FedCAP: Robust Federated Learning via Customized Aggregation and Personalization Oct 16, 2024 Anomaly Detection Federated Learning
Code Code Available 5 Communication Compression for Byzantine Robust Learning: New Efficient Algorithms and Improved Rates Oct 15, 2023 Distributed Optimization Federated Learning
Code Code Available 5 MimiC: Combating Client Dropouts in Federated Learning by Mimicking Central Updates Jun 21, 2023 Federated Learning Privacy Preserving
Code Code Available 5 FedBKD: Distilled Federated Learning to Embrace Gerneralization and Personalization on Non-IID Data Jun 25, 2025 Federated Learning Knowledge Distillation
Code Code Available 5 FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning Dec 16, 2024 Federated Learning Image Generation
Code Code Available 5 FedAli: Personalized Federated Learning with Aligned Prototypes through Optimal Transport Nov 15, 2024 Activity Recognition Federated Learning
Code Code Available 5 FedAPM: Federated Learning via ADMM with Partial Model Personalization Jun 5, 2025 Federated Learning
Code Code Available 5 FedAH: Aggregated Head for Personalized Federated Learning Dec 2, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Feature Reconstruction Attacks and Countermeasures of DNN training in Vertical Federated Learning Oct 13, 2022 Federated Learning Reconstruction Attack
Code Code Available 5 Feature Norm Regularized Federated Learning: Transforming Skewed Distributions into Global Insights Dec 12, 2023 Federated Learning
Code Code Available 5 FBFL: A Field-Based Coordination Approach for Data Heterogeneity in Federated Learning Feb 12, 2025 Federated Learning
Code Code Available 5 FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring May 1, 2023 Federated Learning image-classification
Code Code Available 5 FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning Jun 7, 2022 Fairness Federated Learning
Code Code Available 5 Federated Learning with Convex Global and Local Constraints Oct 16, 2023 Fairness Federated Learning
Code Code Available 5 CollaFuse: Navigating Limited Resources and Privacy in Collaborative Generative AI Feb 29, 2024 Autonomous Driving Denoising
Code Code Available 5 Fairness and Privacy in Federated Learning and Their Implications in Healthcare Aug 15, 2023 Fairness Federated Learning
Code Code Available 5 FDAPT: Federated Domain-adaptive Pre-training for Language Models Jul 12, 2023 Computational Efficiency Federated Learning
Code Code Available 5 Differentially Private Decentralized Learning with Random Walks Feb 12, 2024 Federated Learning
Code Code Available 5 Motley: Benchmarking Heterogeneity and Personalization in Federated Learning Jun 18, 2022 Benchmarking Fairness
Code Code Available 5 CollaFuse: Collaborative Diffusion Models Jun 20, 2024 Edge-computing Federated Learning
Code Code Available 5 FAIR-FATE: Fair Federated Learning with Momentum Sep 27, 2022 Fairness Federated Learning
Code Code Available 5 F3: Fair and Federated Face Attribute Classification with Heterogeneous Data Sep 6, 2021 Attribute Classification
Code Code Available 5 Reducing Training Time in Cross-Silo Federated Learning using Multigraph Topology Jul 20, 2022 Federated Learning
Code Code Available 5 Collaborative Unsupervised Visual Representation Learning from Decentralized Data Aug 14, 2021 Contrastive Learning Federated Learning
Code Code Available 5 Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels Nov 24, 2022 Federated Learning Medical Diagnosis
Code Code Available 5 FACT: Federated Adversarial Cross Training Jun 1, 2023 Domain Adaptation Federated Learning
Code Code Available 5 FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding? May 22, 2024 Federated Learning
Code Code Available 5 Multimodal Federated Learning with Missing Modality via Prototype Mask and Contrast Dec 21, 2023 Federated Learning
Code Code Available 5 FAA-CLIP: Federated Adversarial Adaptation of CLIP Feb 26, 2025 Domain Adaptation Federated Learning
Code Code Available 5 Aergia: Leveraging Heterogeneity in Federated Learning Systems Oct 12, 2022 Federated Learning
Code Code Available 5 FADAS: Towards Federated Adaptive Asynchronous Optimization Jul 25, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Exploring Selective Layer Fine-Tuning in Federated Learning Aug 28, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Bayesian Nonparametric Federated Learning of Neural Networks May 28, 2019 Federated Learning General Classification
Code Code Available 5 Near-Optimal Collaborative Learning in Bandits May 31, 2022 Federated Learning
Code Code Available 5 Differentially Private Federated Learning via Reconfigurable Intelligent Surface Mar 31, 2022 Drug Discovery Federated Learning
Code Code Available 5 Differentially-Private Federated Linear Bandits Oct 22, 2020 Federated Learning
Code Code Available 5 Exploiting Unintended Feature Leakage in Collaborative Learning May 10, 2018 Federated Learning
Code Code Available 5 Exploring Data Redundancy in Real-world Image Classification through Data Selection Jun 25, 2023 Active Learning Continual Learning
Code Code Available 5 