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Deep Learning Framework

  • Pathways: Asynchronous Distributed Dataflow for ML (MLSys 2022) [Paper]
    • Google
    • Outstanding Paper Award
  • OneFlow: Redesign the Distributed Deep Learning Framework from Scratch (arXiv 2110.15032) [Paper] [Code] [中文官网]
    • OneFlow
  • Jittor: a novel deep learning framework with meta-operators and unified graph execution (Science China Information Sciences 2020) [Paper] [Code] [中文主页]
    • THU
  • PyTorch: An Imperative Style, High-Performance Deep Learning Library (NeurIPS 2019) [Paper] [Code] [Homepage]
    • FAIR
  • XDL: An Industrial Deep Learning Framework for High-dimensional Sparse Data (DLP-KDD 2019) [Paper] [Code]
    • Alibaba
    • High-dimensional sparse data.
  • TensorFlow: A System for Large-Scale Machine Learning (OSDI 2016) [Paper] [Code] [Homepage]
    • Google Brain
  • MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems (NIPS 2016 Workshop on MLSys) [Paper] [Homepage] [Code]
  • Caffe: Convolutional Architecture for Fast Feature Embedding (arXiv 1408.5093) [Paper] [Homepage] [Code]
    • UC Berkeley
  • An Introduction to Computational Networks and the Computational Network Toolkit (MSR-TR-2014-112) [Paper] [Code] [Homepage]
    • Microsoft
    • CNTK
    • No longer developed.