FedGiA: An Efficient Hybrid Algorithm for Federated Learning May 3, 2022 Federated Learning
Code Code Available 5 Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation Mar 17, 2022 Entity Embeddings Federated Learning
Code Code Available 5 Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Nov 18, 2021 COVID-19 Diagnosis Diagnostic
Code Code Available 5 Federated Learning Enables Big Data for Rare Cancer Boundary Detection Apr 22, 2022 Boundary Detection Federated Learning
Code Code Available 5 Efficient On-device Training via Gradient Filtering Jan 1, 2023 Federated Learning image-classification
Code Code Available 5 Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape May 19, 2023 Federated Learning
Code Code Available 5 A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Nov 27, 2023 Federated Learning Privacy Preserving
Code Code Available 5 EasyFL: A Low-code Federated Learning Platform For Dummies May 17, 2021 Federated Learning Privacy Preserving
Code Code Available 5 DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics Nov 20, 2022 Federated Learning
Code Code Available 5 FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available 5 Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Jun 27, 2022 Federated Learning
Code Code Available 5 Edge Federated Learning Via Unit-Modulus Over-The-Air Computation Jan 28, 2021 Autonomous Driving Federated Learning
Code Code Available 5 Efficient passive membership inference attack in federated learning Oct 31, 2021 Federated Learning Inference Attack
Code Code Available 5 FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning Feb 9, 2024 All Federated Learning
Code Code Available 5 BAFFLE: A Baseline of Backpropagation-Free Federated Learning Jan 28, 2023 Federated Learning Quantization
Code Code Available 5 Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent May 16, 2017 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Dopamine: Differentially Private Federated Learning on Medical Data Jan 27, 2021 Federated Learning
Code Code Available 5 ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing Jun 8, 2020 CPU Federated Learning
Code Code Available 5 APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning Feb 8, 2022 Federated Learning Privacy Preserving
Code Code Available 5 DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available 5 DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection Mar 18, 2025 Federated Learning Generative Adversarial Network
Code Code Available 5 Differentially Private Vertical Federated Clustering Aug 2, 2022 Clustering Federated Learning
Code Code Available 5 Differentially Private Federated Learning on Heterogeneous Data Nov 17, 2021 Federated Learning
Code Code Available 5 Differentially Private Federated Learning: A Client Level Perspective Dec 20, 2017 Federated Learning Privacy Preserving
Code Code Available 5 Differentially Private Learning with Adaptive Clipping May 9, 2019 Federated Learning
Code Code Available 5 DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training Jun 1, 2022 Federated Learning Personalized Federated Learning
Code Code Available 5 A New Federated Learning Framework Against Gradient Inversion Attacks Dec 10, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection Mar 11, 2025 Federated Learning
Code Code Available 5 Device Heterogeneity in Federated Learning: A Superquantile Approach Feb 25, 2020 Federated Learning
Code Code Available 5 APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service Aug 17, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Applied Federated Learning: Improving Google Keyboard Query Suggestions Dec 7, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Distributed Dynamic Map Fusion via Federated Learning for Intelligent Networked Vehicles Mar 5, 2021 Federated Learning Knowledge Distillation
Code Code Available 5 A Practical Recipe for Federated Learning Under Statistical Heterogeneity Experimental Design Jul 28, 2023 Experimental Design Federated Learning
Code Code Available 5 A Federated Data-Driven Evolutionary Algorithm Feb 16, 2021 Federated Learning Management
Code Code Available 5 A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection Feb 7, 2023 Federated Learning Privacy Preserving
Code Code Available 5 ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI May 10, 2024 Data Augmentation Federated Learning
Code Code Available 5 Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available 5 A federated graph neural network framework for privacy-preserving personalization Jun 2, 2022 Federated Learning Graph Neural Network
Code Code Available 5 A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison Oct 19, 2021 Activity Recognition Federated Learning
Code Code Available 5 A Survey for Federated Learning Evaluations: Goals and Measures Aug 23, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning Jul 29, 2020 Data Poisoning Federated Learning
Code Code Available 5 An Empirical Study of Personalized Federated Learning Jun 27, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Active Membership Inference Attack under Local Differential Privacy in Federated Learning Feb 24, 2023 Federated Learning Inference Attack
Code Code Available 5 A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available 5 Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
Code Code Available 5 Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks Jan 17, 2023 Federated Learning
Code Code Available 5 Defending against Backdoors in Federated Learning with Robust Learning Rate Jul 7, 2020 Backdoor Attack Federated Learning
Code Code Available 5 DESTRESS: Computation-Optimal and Communication-Efficient Decentralized Nonconvex Finite-Sum Optimization Oct 4, 2021 Federated Learning
Code Code Available 5 