The Federated Tumor Segmentation (FeTS) Challenge May 12, 2021 Brain Tumor Segmentation Federated Learning
Code Code Available Federated Unbiased Learning to Rank May 11, 2021 Federated Learning Learning-To-Rank
— Unverified FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Convergence Analysis May 11, 2021 Federated Learning
— Unverified Separate but Together: Unsupervised Federated Learning for Speech Enhancement from Non-IID Data May 11, 2021 Federated Learning Speech Enhancement
Code Code Available Federated Learning with Unreliable Clients: Performance Analysis and Mechanism Design May 10, 2021 Federated Learning
Code Code Available Latency Analysis of Consortium Blockchained Federated Learning May 10, 2021 Federated Learning
— Unverified Slashing Communication Traffic in Federated Learning by Transmitting Clustered Model Updates May 10, 2021 Federated Learning
— Unverified Loss Tolerant Federated Learning May 8, 2021 Fairness Federated Learning
Code Code Available A Hybrid Architecture for Federated and Centralized Learning May 7, 2021 BIG-bench Machine Learning Federated Learning
— Unverified FedGL: Federated Graph Learning Framework with Global Self-Supervision May 7, 2021 Federated Learning Graph Learning
— Unverified Membership Inference Attacks on Deep Regression Models for Neuroimaging May 6, 2021 Deep Learning Federated Learning
— Unverified Federated Face Recognition May 6, 2021 Face Recognition Federated Learning
— Unverified Byzantine-Robust and Privacy-Preserving Framework for FedML May 5, 2021 Federated Learning Privacy Preserving
— Unverified Citadel: Protecting Data Privacy and Model Confidentiality for Collaborative Learning with SGX May 4, 2021 Federated Learning
— Unverified Federated Multi-View Learning for Private Medical Data Integration and Analysis May 4, 2021 Data Integration Federated Learning
— Unverified OCTOPUS: Overcoming Performance andPrivatization Bottlenecks in Distributed Learning May 3, 2021 Disentanglement Federated Learning
— Unverified Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity May 2, 2021 Federated Learning Personalized Federated Learning
Code Code Available GRNN: Generative Regression Neural Network -- A Data Leakage Attack for Federated Learning May 2, 2021 Federated Learning Generative Adversarial Network
Code Code Available FedProto: Federated Prototype Learning across Heterogeneous Clients May 1, 2021 Federated Learning
Code Code Available Convergence Analysis and System Design for Federated Learning over Wireless Networks Apr 30, 2021 Federated Learning Scheduling
— Unverified Federated Learning with Fair Averaging Apr 30, 2021 Fairness Federated Learning
Code Code Available End-to-End Speech Recognition from Federated Acoustic Models Apr 29, 2021 2k 4k
Code Code Available PPFL: Privacy-preserving Federated Learning with Trusted Execution Environments Apr 29, 2021 CPU Federated Learning
Code Code Available Privacy-Preserving Federated Learning on Partitioned Attributes Apr 29, 2021 Federated Learning Privacy Preserving
— Unverified From Distributed Machine Learning to Federated Learning: A Survey Apr 29, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Cluster-driven Graph Federated Learning over Multiple Domains Apr 29, 2021 Clustering Federated Learning
— Unverified Towards On-Device Federated Learning: A Direct Acyclic Graph-based Blockchain Approach Apr 27, 2021 Anomaly Detection Federated Learning
— Unverified Confined Gradient Descent: Privacy-preserving Optimization for Federated Learning Apr 27, 2021 Federated Learning Privacy Preserving
— Unverified Towards Fair Federated Learning with Zero-Shot Data Augmentation Apr 27, 2021 Data Augmentation Fairness
— Unverified Secure and Efficient Federated Learning Through Layering and Sharding Blockchain Apr 27, 2021 Edge-computing Federated Learning
— Unverified Simultaneous Wireless Information and Power Transfer for Federated Learning Apr 26, 2021 Federated Learning
— Unverified Continual Distributed Learning for Crisis Management Apr 26, 2021 Continual Learning Disaster Response
— Unverified A Graph Federated Architecture with Privacy Preserving Learning Apr 26, 2021 Federated Learning Privacy Preserving
— Unverified FedDPGAN: Federated Differentially Private Generative Adversarial Networks Framework for the Detection of COVID-19 Pneumonia Apr 26, 2021 Federated Learning Generative Adversarial Network
— Unverified Communication-Efficient Federated Learning with Dual-Side Low-Rank Compression Apr 26, 2021 Federated Learning Low-rank compression
— Unverified Communication-Efficient and Personalized Federated Lottery Ticket Learning Apr 26, 2021 Federated Learning Multi-Task Learning
— Unverified Semi-Decentralized Federated Edge Learning for Fast Convergence on Non-IID Data Apr 26, 2021 Federated Learning
— Unverified FedSup: A Communication-Efficient Federated Learning Fatigue Driving Behaviors Supervision Framework Apr 25, 2021 Federated Learning Model Optimization
— Unverified Wireless Federated Learning (WFL) for 6G Networks -- Part I: Research Challenges and Future Trends Apr 24, 2021 Federated Learning
— Unverified Wireless Federated Learning (WFL) for 6G Networks -- Part II: The Compute-then-Transmit NOMA Paradigm Apr 24, 2021 Federated Learning
— Unverified Robust Federated Learning by Mixture of Experts Apr 23, 2021 Federated Learning Mixture-of-Experts
Code Code Available Blockchain based Privacy-Preserved Federated Learning for Medical Images: A Case Study of COVID-19 CT Scans Apr 22, 2021 Federated Learning
— Unverified Gradient Masked Federated Optimization Apr 21, 2021 Federated Learning
— Unverified Turning Federated Learning Systems Into Covert Channels Apr 21, 2021 Federated Learning Model Poisoning
— Unverified A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things Apr 21, 2021 Edge-computing Federated Learning
— Unverified Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation Apr 20, 2021 Federated Learning Image Segmentation
— Unverified Federated Word2Vec: Leveraging Federated Learning to Encourage Collaborative Representation Learning Apr 19, 2021 Federated Learning Representation Learning
— Unverified Research on Resource Allocation for Efficient Federated Learning Apr 19, 2021 Edge-computing Federated Learning
— Unverified Federated Learning of User Verification Models Without Sharing Embeddings Apr 18, 2021 Federated Learning
— Unverified FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Apr 18, 2021 Benchmarking Federated Learning
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