FedLess: Secure and Scalable Federated Learning Using Serverless Computing Nov 5, 2021 Federated Learning Management
Code Code Available Parameterized Knowledge Transfer for Personalized Federated Learning Nov 4, 2021 Federated Learning Personalized Federated Learning
Code Code Available FedSim: Similarity guided model aggregation for Federated Learning Nov 2, 2021 Federated Learning model
Code Code Available FedFly: Towards Migration in Edge-based Distributed Federated Learning Nov 2, 2021 Federated Learning Privacy Preserving
Code Code Available Implicit Model Specialization through DAG-based Decentralized Federated Learning Nov 1, 2021 Federated Learning
Code Code Available Resource-Efficient Federated Learning Nov 1, 2021 Fairness Federated Learning
Code Code Available Efficient passive membership inference attack in federated learning Oct 31, 2021 Federated Learning Inference Attack
Code Code Available Improving Fairness via Federated Learning Oct 29, 2021 Fairness Federated Learning
Code Code Available Gradient Inversion with Generative Image Prior Oct 28, 2021 Federated Learning
Code Code Available Qu-ANTI-zation: Exploiting Quantization Artifacts for Achieving Adversarial Outcomes Oct 26, 2021 Backdoor Attack Federated Learning
Code Code Available FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective Oct 26, 2021 Federated Learning Model Poisoning
Code Code Available Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee Oct 26, 2021 Decision Making Federated Learning
Code Code Available CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available Robbing the Fed: Directly Obtaining Private Data in Federated Learning with Modified Models Oct 25, 2021 Federated Learning
Code Code Available DistFL: Distribution-aware Federated Learning for Mobile Scenarios Oct 22, 2021 Federated Learning Privacy Preserving
Code Code Available A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison Oct 19, 2021 Activity Recognition Federated Learning
Code Code Available Towards Federated Bayesian Network Structure Learning with Continuous Optimization Oct 18, 2021 Federated Learning
Code Code Available Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Oct 15, 2021 Federated Learning
Code Code Available Federated Learning for COVID-19 Detection with Generative Adversarial Networks in Edge Cloud Computing Oct 14, 2021 Cloud Computing Federated Learning
Code Code Available Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning Oct 13, 2021 Adversarial Attack Federated Learning
Code Code Available Deep Federated Learning for Autonomous Driving Oct 12, 2021 Autonomous Driving Federated Learning
Code Code Available ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training Oct 11, 2021 Federated Learning Image Segmentation
Code Code Available Federated Learning from Small Datasets Oct 7, 2021 Federated Learning
Code Code Available Communication-Efficient Federated Learning with Binary Neural Networks Oct 5, 2021 Binarization Federated Learning
Code Code Available DESTRESS: Computation-Optimal and Communication-Efficient Decentralized Nonconvex Finite-Sum Optimization Oct 4, 2021 Federated Learning
Code Code Available Personalized Retrogress-Resilient Framework for Real-World Medical Federated Learning Oct 1, 2021 Federated Learning
Code Code Available FedIPR: Ownership Verification for Federated Deep Neural Network Models Sep 27, 2021 Federated Learning
Code Code Available FedProc: Prototypical Contrastive Federated Learning on Non-IID data Sep 25, 2021 Federated Learning image-classification
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available Connecting Low-Loss Subspace for Personalized Federated Learning Sep 16, 2021 Ensemble Learning Federated Learning
Code Code Available OpenFed: A Comprehensive and Versatile Open-Source Federated Learning Framework Sep 16, 2021 Federated Learning
Code Code Available Source Inference Attacks in Federated Learning Sep 13, 2021 Federated Learning Inference Attack
Code Code Available Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering Sep 13, 2021 Federated Learning Model Poisoning
Code Code Available Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation Sep 12, 2021 Federated Learning News Recommendation
Code Code Available FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning Sep 2, 2021 Federated Learning Privacy Preserving
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 Federated Multi-Task Learning under a Mixture of Distributions Aug 23, 2021 Fairness Federated Learning
Code Code Available Flexible Clustered Federated Learning for Client-Level Data Distribution Shift Aug 22, 2021 Federated Learning
Code Code Available Multi-Center Federated Learning: Clients Clustering for Better Personalization Aug 19, 2021 Clustering Decision Making
Code Code Available EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning Aug 19, 2021 Federated Learning
Code Code Available Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning Aug 19, 2021 All Fairness
Code Code Available Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data Aug 18, 2021 Federated Learning Privacy Preserving
Code Code Available Collaboration Equilibrium in Federated Learning Aug 18, 2021 Federated Learning
Code Code Available Federated Adversarial Debiasing for Fair and Transferable Representations Aug 14, 2021 Domain Adaptation Federated Learning
Code Code Available FedMatch: Federated Learning Over Heterogeneous Question Answering Data Aug 11, 2021 Federated Learning Privacy Preserving
Code Code Available FedJAX: Federated learning simulation with JAX Aug 4, 2021 Federated Learning
Code Code Available A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee Aug 1, 2021 Federated Learning
Code Code Available A General Theory for Client Sampling in Federated Learning Jul 26, 2021 Federated Learning
Code Code Available Decentralized Federated Learning: Balancing Communication and Computing Costs Jul 26, 2021 Federated Learning
Code Code Available FedLab: A Flexible Federated Learning Framework Jul 24, 2021 Federated Learning
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