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Applications

  • Federated Learning Approach for Mobile Packet Classification [Paper]
  • Federated Learning for Ranking Browser History Suggestions [Paper] [NIPS 2019 Workshop]
  • Federated Deep Knowledge Tracing [Paper] [WSDM21]
  • FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring [Paper] [IEEE Transactions on Mobile Computing]

Healthcare

  • The Future of Digital Health with Federated Learning [Paper]
    • General guide for FL in healthcare. Nice written paper.
  • HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography [Paper] [NIPS 2019 Workshop]
  • Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data [Paper - Nature Scientific Reports 2020] [News]
  • Learn Electronic Health Records by Fully Decentralized Federated Learning [Paper] [NIPS 2019 Workshop]
  • Patient Clustering Improves Efficiency of Federated Machine Learning to predict mortality and hospital stay time using distributed Electronic Medical Records [Paper] [News]
    • MIT CSAI, Harvard Medical School, Tsinghua University
  • Federated learning of predictive models from federated Electronic Health Records. [Paper]
    • Boston University, Massachusetts General Hospital
  • FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare [Paper]
    • Microsoft Research Asia
  • NVIDIA Clara Federated Learning to Deliver AI to Hospitals While Protecting Patient Data [Blog]
    • Nvidia
  • What is Federated Learning [Blog]
    • Nvidia
  • Split learning for health: Distributed deep learning without sharing raw patient data [Paper]
  • Two-stage Federated Phenotyping and Patient Representation Learning [Paper] [ACL 2019]
  • Federated Tensor Factorization for Computational Phenotyping [Paper] SIGKDD 2017
  • FedHealth- A Federated Transfer Learning Framework for Wearable Healthcare [Paper] [ICJAI19 workshop]
  • Multi-Institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation [Paper] [MICCAI'18 Workshop] [Intel]
  • Federated Patient Hashing [Paper] [AAAI'20]
  • Federated Learning in Distributed Medical Databases: Meta-Analysis of Large-Scale Subcortical Brain Data [Paper]
  • Confederated Machine Learning on Horizontally and Vertically Separated Medical Data for Large-Scale Health System Intelligence [Paper]
  • Privacy-Preserving Deep Learning Computation for Geo-Distributed Medical Big-Data Platform [Paper]
  • Institutionally Distributed Deep Learning Networks [Paper]
  • Federated semi-supervised learning for COVID region segmentation in chest CT using multi-national data from China, Italy, Japan [Paper]

Natual Language Processing

  • Federated Learning for Mobile Keyboard Prediction [Paper] [Google]
  • Applied Federated Learning: Improving Google Keyboard Query Suggestions [Paper] [Google]
  • Federated Learning Of Out-Of-Vocabulary Words [Paper] [Google]
  • Federated Learning for Emoji Prediction in a Mobile Keyboard [Paper] [Google]
  • Federated Learning for Wake Keyword Spotting [Paper] [Blog] [Github] [Snips]
  • Federated Learning of N-gram Language Models [Paper]
  • Federated Learning for Time Series Forecasting Using LSTM Networks: Exploiting Similarities Through Clustering [Paper] [KTH]

Computer Vision

  • Performance Optimization for Federated Person Re-identification via Benchmark Analysis [Paper] [ACMMM20] [Github]
  • Real-World Image Datasets for Federated Learning [Paper]
    • Webank & Extreme Vision
  • FedVision- An Online Visual Object Detection Platform Powered by Federated Learning [Paper] [IAAI20]
  • Federated Learning for Vision-and-Language Grounding Problems [Paper] [AAAI20]

Recommendation

  • Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System [Paper] [Huawei]
  • Federated Meta-Learning with Fast Convergence and Efficient Communication [Paper] [Huawei]

Industrial

  • Turbofan POC: Predictive Maintenance of Turbofan Engines using Federated Learning [Github]
  • Turbofan Tycoon Simulation by Cloudera/FastForwardLabs [Web]
  • Firefox Search Bar [Blog] [Github] [Github]
    • Detail explaination of their implementationn of Federated Learning in production.
  • Towards Federated Learning for HVAC Analytics- A Measurement Study [Paper] [Github] [ACM e-Energy 20]

Finance

  • FFD: A Federated Learning Based Method for Credit Card Fraud Detection Paper International Conference on Big Data 2019

Connected Vechicles

  • Collaborative Learning on the Edges: A Case Study on Connected Vehicles [Paper] [HotEdge19]