Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization Federated Learning
Code Code Available CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available Federated Adaptive Prompt Tuning for Multi-Domain Collaborative Learning Nov 15, 2022 Federated Learning image-classification
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 Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition Oct 26, 2020 Automatic Speech Recognition Automatic Speech Recognition (ASR)
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 DeceFL: A Principled Decentralized Federated Learning Framework Jul 15, 2021 Federated Learning Privacy Preserving
Code Code Available Defending against Backdoors in Federated Learning with Robust Learning Rate Jul 7, 2020 Backdoor Attack Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Differentially private cross-silo federated learning Jul 10, 2020 Federated Learning
Code Code Available Differentially Private Federated Learning on Heterogeneous Data Nov 17, 2021 Federated Learning
Code Code Available Differentially Private Learning with Adaptive Clipping May 9, 2019 Federated Learning
Code Code Available Distantly Supervised Relation Extraction in Federated Settings Aug 12, 2020 Denoising Federated Learning
Code Code Available DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
Code Code Available Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent May 16, 2017 BIG-bench Machine Learning Federated Learning
Code Code Available ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing Jun 8, 2020 CPU Federated Learning
Code Code Available A Federated Data-Driven Evolutionary Algorithm Feb 16, 2021 Federated Learning Management
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available Dual-Personalizing Adapter for Federated Foundation Models Mar 28, 2024 Federated Learning
Code Code Available ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI May 10, 2024 Data Augmentation Federated Learning
Code Code Available FedGiA: An Efficient Hybrid Algorithm for Federated Learning May 3, 2022 Federated Learning
Code Code Available Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation Mar 17, 2022 Entity Embeddings Federated Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
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 Efficient passive membership inference attack in federated learning Oct 31, 2021 Federated Learning Inference Attack
Code Code Available A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison Oct 19, 2021 Activity Recognition Federated Learning
Code Code Available Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization Mar 18, 2022 Federated Learning Personalized Federated Learning
Code Code Available End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things Mar 30, 2020 Federated Learning
Code Code Available End-to-End Speech Recognition from Federated Acoustic Models Apr 29, 2021 2k 4k
Code Code Available Enhancing One-Shot Federated Learning Through Data and Ensemble Co-Boosting Feb 23, 2024 Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Evaluating Gradient Inversion Attacks and Defenses in Federated Learning Nov 30, 2021 Federated Learning
Code Code Available FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning Feb 9, 2024 All Federated Learning
Code Code Available Evaluation Framework For Large-scale Federated Learning Mar 3, 2020 Federated Learning
Code Code Available FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models Oct 12, 2024 Arithmetic Reasoning 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 Exploiting Shared Representations for Personalized Federated Learning Feb 14, 2021 Federated Learning Meta-Learning
Code Code Available Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation Apr 14, 2022 Federated Learning Privacy Preserving
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 Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity May 26, 2024 Diversity Fairness
Code Code Available Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching Mar 12, 2025 Fairness Federated Learning
Code Code Available Fast Federated Learning by Balancing Communication Trade-Offs May 23, 2021 Federated Learning Privacy Preserving
Code Code Available Fast Federated Learning in the Presence of Arbitrary Device Unavailability Jun 8, 2021 Federated Learning
Code Code Available A Survey for Federated Learning Evaluations: Goals and Measures Aug 23, 2023 Federated Learning Privacy Preserving
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
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