FedAVO: Improving Communication Efficiency in Federated Learning with African Vultures Optimizer May 2, 2023 Federated Learning
Code Code Available 5 Feature Norm Regularized Federated Learning: Transforming Skewed Distributions into Global Insights Dec 12, 2023 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 On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists Sep 20, 2024 Federated Learning Language Modeling
Code Code Available 5 FedAH: Aggregated Head for Personalized Federated Learning Dec 2, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Differentially private partitioned variational inference Sep 23, 2022 Federated Learning Privacy Preserving
Code Code Available 5 BEFL: Balancing Energy Consumption in Federated Learning for Mobile Edge IoT Dec 5, 2024 Federated Learning Imitation Learning
Code Code Available 5 Improving Differentially Private SGD via Randomly Sparsified Gradients Dec 1, 2021 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 Federated Learning with Convex Global and Local Constraints Oct 16, 2023 Fairness Federated Learning
Code Code Available 5 One-Shot Sequential Federated Learning for Non-IID Data by Enhancing Local Model Diversity Apr 18, 2024 Diversity Federated Learning
Code Code Available 5 On Noisy Evaluation in Federated Hyperparameter Tuning Dec 17, 2022 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 FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring May 1, 2023 Federated Learning image-classification
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 On the Convergence of Federated Learning Algorithms without Data Similarity Feb 29, 2024 Federated Learning
Code Code Available 5 CollaFuse: Collaborative Diffusion Models Jun 20, 2024 Edge-computing Federated Learning
Code Code Available 5 On the Efficiency of Privacy Attacks in Federated Learning Apr 15, 2024 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 On the Robustness of Distributed Machine Learning against Transfer Attacks Dec 18, 2024 Federated Learning
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 FairFML: Fair Federated Machine Learning with a Case Study on Reducing Gender Disparities in Cardiac Arrest Outcome Prediction Oct 7, 2024 Fairness Federated Learning
Code Code Available 5 Aergia: Leveraging Heterogeneity in Federated Learning Systems Oct 12, 2022 Federated Learning
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 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 FADAS: Towards Federated Adaptive Asynchronous Optimization Jul 25, 2024 Federated Learning Privacy Preserving
Code Code Available 5 FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding? May 22, 2024 Federated Learning
Code Code Available 5 Optimizing Age of Information in Vehicular Edge Computing with Federated Graph Neural Network Multi-Agent Reinforcement Learning Jul 1, 2024 Deep Reinforcement Learning Edge-computing
Code Code Available 5 FAA-CLIP: Federated Adversarial Adaptation of CLIP Feb 26, 2025 Domain Adaptation Federated Learning
Code Code Available 5 Exploring Selective Layer Fine-Tuning in Federated Learning Aug 28, 2024 Federated Learning Privacy Preserving
Code Code Available 5 A Privacy-Preserving Approach to Extraction of Personal Information through Automatic Annotation and Federated Learning May 19, 2021 Federated Learning NER
Code Code Available 5 FACT: Federated Adversarial Cross Training Jun 1, 2023 Domain Adaptation 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 FedBug: A Bottom-Up Gradual Unfreezing Framework for Federated Learning Jul 19, 2023 Federated Learning
Code Code Available 5 Explicit Personalization and Local Training: Double Communication Acceleration in Federated Learning May 22, 2023 Federated Learning
Code Code Available 5 Experimenting with Normalization Layers in Federated Learning on non-IID scenarios Mar 19, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Explainable Federated Bayesian Causal Inference and Its Application in Advanced Manufacturing Jan 10, 2025 Causal Inference Explainable artificial intelligence
Code Code Available 5 Cross-Silo Heterogeneous Model Federated Multitask Learning Feb 17, 2022 Federated Learning model
Code Code Available 5 Exact Penalty Method for Federated Learning Aug 23, 2022 Federated Learning
Code Code Available 5 PathFL: Multi-Alignment Federated Learning for Pathology Image Segmentation May 28, 2025 Federated Learning Image Segmentation
Code Code Available 5 CO-DEFEND: Continuous Decentralized Federated Learning for Secure DoH-Based Threat Detection Apr 2, 2025 Federated Learning Intrusion Detection
Code Code Available 5 Semi-Supervised Federated Peer Learning for Skin Lesion Classification Mar 5, 2021 Cancer Classification Classification
Code Code Available 5 Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Feb 15, 2023 Federated Learning
Code Code Available 5 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 5 Evaluating Federated Kolmogorov-Arnold Networks on Non-IID Data Oct 11, 2024 Federated Learning Kolmogorov-Arnold Networks
Code Code Available 5 Estimation of Microphone Clusters in Acoustic Sensor Networks using Unsupervised Federated Learning Feb 5, 2021 Clustering Federated Learning
Code Code Available 5 Approximate Gradient Coding for Privacy-Flexible Federated Learning with Non-IID Data Apr 4, 2024 Federated Learning
Code Code Available 5 Equipping Federated Graph Neural Networks with Structure-aware Group Fairness Oct 18, 2023 Fairness Federated Learning
Code Code Available 5 