Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning Jan 24, 2022 Federated Learning Second-order methods
Code Code Available 5 FedLP: Layer-wise Pruning Mechanism for Communication-Computation Efficient Federated Learning Mar 11, 2023 Federated Learning
Code Code Available 5 Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning Dec 3, 2018 Deep Learning Federated Learning
Code Code Available 5 Exploring Federated Unlearning: Review, Comparison, and Insights Oct 30, 2023 Federated Learning Privacy Preserving
Code Code Available 5 FedMatch: Federated Learning Over Heterogeneous Question Answering Data Aug 11, 2021 Federated Learning Privacy Preserving
Code Code Available 5 FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning Apr 7, 2020 Federated Learning
Code Code Available 5 Federated Learning of Gboard Language Models with Differential Privacy May 29, 2023 Federated Learning
Code Code Available 5 DeceFL: A Principled Decentralized Federated Learning Framework Jul 15, 2021 Federated Learning Privacy Preserving
Code Code Available 5 Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available 5 Federated Learning of Generative Image Priors for MRI Reconstruction Feb 8, 2022 Federated Learning MRI Reconstruction
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 FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning Feb 9, 2024 All Federated Learning
Code Code Available 5 Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization Oct 23, 2023 Federated Learning
Code Code Available 5 CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available 5 Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data Aug 7, 2023 Contrastive Learning Federated Learning
Code Code Available 5 Data Poisoning Attacks Against Federated Learning Systems Jul 16, 2020 Data Poisoning Federated Learning
Code Code Available 5 DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder 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 TabLeak: Tabular Data Leakage in Federated Learning Oct 4, 2022 Federated Learning Reconstruction Attack
Code Code Available 5 DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Dec 8, 2024 Edge-computing Federated Learning
Code Code Available 5 Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available 5 FedOBD: Opportunistic Block Dropout for Efficiently Training Large-scale Neural Networks through Federated Learning Aug 10, 2022 Federated Learning
Code Code Available 5 Data Valuation and Detections in Federated Learning Nov 9, 2023 Data Valuation Federated Learning
Code Code Available 5 FedPop: Federated Population-based Hyperparameter Tuning Aug 16, 2023 Computational Efficiency Evolutionary Algorithms
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 DBA: Distributed Backdoor Attacks against Federated Learning May 1, 2020 Backdoor Attack Feature Importance
Code Code Available 5 Decentralized Federated Learning: Balancing Communication and Computing Costs Jul 26, 2021 Federated Learning
Code Code Available 5 FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Jun 28, 2022 Contrastive Learning Federated Learning
Code Code Available 5 Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Nov 15, 2022 Federated Learning
Code Code Available 5 FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction Dec 3, 2022 Federated Learning model
Code Code Available 5 Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available 5 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 5 FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection Aug 20, 2023 Domain Generalization Face Presentation Attack Detection
Code Code Available 5 Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition Jun 28, 2024 Federated Learning General Knowledge
Code Code Available 5 FedSpeed: Larger Local Interval, Less Communication Round, and Higher Generalization Accuracy Feb 21, 2023 Federated Learning
Code Code Available 5 FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning Dec 14, 2023 Computational Efficiency Federated Learning
Code Code Available 5 FedTabDiff: Federated Learning of Diffusion Probabilistic Models for Synthetic Mixed-Type Tabular Data Generation Jan 11, 2024 Attribute Denoising
Code Code Available 5 FedTADBench: Federated Time-Series Anomaly Detection Benchmark Dec 19, 2022 Anomaly Detection 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 Differentially private cross-silo federated learning Jul 10, 2020 Federated Learning
Code Code Available 5 FedZero: Leveraging Renewable Excess Energy in Federated Learning May 24, 2023 Federated Learning Scheduling
Code Code Available 5 A Comprehensive View of Personalized Federated Learning on Heterogeneous Clinical Datasets Sep 28, 2023 Federated Learning Personalized Federated Learning
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 DESTRESS: Computation-Optimal and Communication-Efficient Decentralized Nonconvex Finite-Sum Optimization Oct 4, 2021 Federated Learning
Code Code Available 5 A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning Mar 18, 2021 Federated Learning
Code Code Available 5 Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning 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 Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
Code Code Available 5 FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot Learning
Code Code Available 5 Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available 5 