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Ming Yan's Projects

dl-coverage-study icon dl-coverage-study

This is the homepage of our JSEP paper: Revisiting Deep Neural Network Test Coverage from the Test Effectiveness Perspective

grist icon grist

This is the implementation repository of our incoming ESEC/FSE 2021 paper: Exposing Numerical Bugs in Deep Learning via GradientBack-propagation.

lemon icon lemon

This is the implement repository of our upcoming ESEC/FSE 2020 paper: Deep Learning Library Testing via Effective Model Generation.

lmt icon lmt

This is the webpage of our ICSE 2023 SEIP paper: Achieving Last-Mile Functional Coverage in Testing Chip Design Software Implementations

lrp_toolbox icon lrp_toolbox

The LRP Toolbox provides simple and accessible stand-alone implementations of LRP for artificial neural networks supporting Matlab and Python. The Toolbox realizes LRP functionality for the Caffe Deep Learning Framework as an extension of Caffe source code published in 10/2015.

numerical_bugs_in_dl_programs icon numerical_bugs_in_dl_programs

This repository contains the issues and posts of our work An Empirical Study on Numerical Bugs in Deep Learning Programs. We list these issues and posts in four markdown files as follows.

tvm icon tvm

Open deep learning compiler stack for cpu, gpu and specialized accelerators

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