Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction Sep 12, 2019 Distributed Optimization Federated Learning
Code Code Available 5 An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available 5 An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available 5 Communication Efficient and Provable Federated Unlearning Jan 19, 2024 Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available 5 Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available 5 An Efficient Approach for Cross-Silo Federated Learning to Rank Jun 21, 2021 Federated Learning Learning-To-Rank
Code Code Available 5 Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data Jul 15, 2022 Federated Learning Model Compression
Code Code Available 5 A New Federated Learning Framework Against Gradient Inversion Attacks Dec 10, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing May 29, 2024 Edge-computing Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoT Jul 1, 2020 Edge-computing Federated Learning
Code Code Available 5 EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning Aug 19, 2021 Federated Learning
Code Code Available 5 Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available 5 Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning Jan 24, 2022 Federated Learning Second-order methods
Code Code Available 5 CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
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 Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
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 Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
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 A Practical Recipe for Federated Learning Under Statistical Heterogeneity Experimental Design Jul 28, 2023 Experimental Design Federated Learning
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 Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Jun 9, 2021 Federated Learning Graph Neural Network
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 Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Sep 12, 2022 Federated Learning image-classification
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 Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization 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 Data Valuation and Detections in Federated Learning Nov 9, 2023 Data Valuation Federated Learning
Code Code Available 5 DBA: Distributed Backdoor Attacks against Federated Learning May 1, 2020 Backdoor Attack Feature Importance
Code Code Available 5 ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available 5 Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available 5 Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available 5 Adaptive Federated Optimization Feb 29, 2020 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 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 Learning for Edge-assisted Vehicular Networks Aug 3, 2022 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 An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available 5 Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available 5 Differentially Private Vertical Federated Clustering Aug 2, 2022 Clustering Federated Learning
Code Code Available 5 Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning Dec 16, 2020 Federated Learning Intrusion Detection
Code Code Available 5 CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available 5 ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available 5 A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available 5 DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning May 12, 2021 Clustering Federated Learning
Code Code Available 5 FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available 5 A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
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