Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Communication-Efficient Federated Learning with Binary Neural Networks Oct 5, 2021 Binarization Federated Learning
Code Code Available Communication-Efficient Learning of Deep Networks from Decentralized Data Feb 17, 2016 Federated Learning Speech Recognition
Code Code Available Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning Jan 24, 2022 Federated Learning Second-order methods
Code Code Available Confidence-aware Personalized Federated Learning via Variational Expectation Maximization May 21, 2023 Federated Learning Personalized Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder Federated Learning
Code Code Available DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Dec 8, 2024 Edge-computing Federated Learning
Code Code Available TabLeak: Tabular Data Leakage in Federated Learning Oct 4, 2022 Federated Learning Reconstruction Attack
Code Code Available Data Poisoning Attacks Against Federated Learning Systems Jul 16, 2020 Data Poisoning Federated Learning
Code Code Available Decentralized Federated Learning: Balancing Communication and Computing Costs Jul 26, 2021 Federated Learning
Code Code Available Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Nov 15, 2022 Federated Learning
Code Code Available Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition Jun 28, 2024 Federated Learning General Knowledge
Code Code Available Deep Federated Learning for Autonomous Driving Oct 12, 2021 Autonomous Driving Federated Learning
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available Differentially Private Federated Learning on Heterogeneous Data Nov 17, 2021 Federated Learning
Code Code Available Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing May 29, 2024 Edge-computing Federated Learning
Code Code Available A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning Mar 18, 2021 Federated Learning
Code Code Available A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training Jun 1, 2022 Federated Learning Personalized Federated Learning
Code Code Available DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
Code Code Available Distributed Dynamic Map Fusion via Federated Learning for Intelligent Networked Vehicles Mar 5, 2021 Federated Learning Knowledge Distillation
Code Code Available Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping Jun 13, 2025 Anomaly Detection Anomaly Detection In Surveillance Videos
Code Code Available DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics Nov 20, 2022 Federated Learning
Code Code Available Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Jun 27, 2022 Federated Learning
Code Code Available Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available Edge Federated Learning Via Unit-Modulus Over-The-Air Computation Jan 28, 2021 Autonomous Driving Federated Learning
Code Code Available Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles Between Client Data Subspaces Sep 21, 2022 Federated Learning
Code Code Available Omnidirectional Transfer for Quasilinear Lifelong Learning Apr 27, 2020 Federated Learning Lifelong learning
Code Code Available Efficient passive membership inference attack in federated learning Oct 31, 2021 Federated Learning Inference Attack
Code Code Available Efficient Personalized Federated Learning via Sparse Model-Adaptation May 4, 2023 Federated Learning model
Code Code Available EHRFL: Federated Learning Framework for Institution-Specific Model Construction using Electronic Health Records Apr 20, 2024 Federated Learning
Code Code Available Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available End-to-End Speech Recognition from Federated Acoustic Models Apr 29, 2021 2k 4k
Code Code Available Energy-Latency Attacks via Sponge Poisoning Mar 14, 2022 Classification Federated Learning
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available Proportional Fairness in Federated Learning Feb 3, 2022 Fairness Federated Learning
Code Code Available Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things Mar 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Evaluation Framework For Large-scale Federated Learning Mar 3, 2020 Federated Learning
Code Code Available Non-IID Quantum Federated Learning with One-shot Communication Complexity Sep 2, 2022 Federated Learning
Code Code Available Exploiting Defenses against GAN-Based Feature Inference Attacks in Federated Learning Apr 27, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Exploiting Shared Representations for Personalized Federated Learning Feb 14, 2021 Federated Learning Meta-Learning
Code Code Available Exploring Deep Reinforcement Learning-Assisted Federated Learning for Online Resource Allocation in Privacy-Persevering EdgeIoT Feb 15, 2022 Deep Reinforcement Learning Edge-computing
Code Code Available Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks Mar 13, 2025 Federated Learning Privacy Preserving
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
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