Publications

2023

1. ASPLOS’23

   NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers

   Jiawei Liu, Jinkun Lin, Fabian Ruffy, Cheng Tan, Jinyang Li, Aurojit Panda,  and Lingming Zhang

   Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2. 2023

   DOI arXiv Bib Code Poster Slides Artifact

   @inproceedings{liu2023nnsmith,
     author = {Liu, Jiawei and Lin, Jinkun and Ruffy, Fabian and Tan, Cheng and Li, Jinyang and Panda, Aurojit and Zhang, Lingming},
     title = {NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers},
     year = {2023},
     isbn = {9781450399166},
     publisher = {Association for Computing Machinery},
     address = {New York, NY, USA},
     url = {https://doi.org/10.1145/3575693.3575707},
     doi = {10.1145/3575693.3575707},
     booktitle = {Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2},
     pages = {530--543},
     numpages = {14},
     keywords = {Deep Learning Compilers, Compiler Testing, Fuzzing},
     location = {Vancouver, BC, Canada},
     series = {ASPLOS 2023},
   }

2022

1. OOPSLA’22

   Coverage-guided tensor compiler fuzzing with joint IR-pass mutation

   Jiawei Liu, Yuxiang Wei, Sen Yang, Yinlin Deng,  and Lingming Zhang

   Proceedings of the ACM on Programming Languages 6 (OOPSLA1). Apr 2022

   DOI Bib Code Slides Artifact

   @article{liu2022coverage,
     title = {Coverage-guided tensor compiler fuzzing with joint IR-pass mutation},
     author = {Liu, Jiawei and Wei, Yuxiang and Yang, Sen and Deng, Yinlin and Zhang, Lingming},
     journal = {Proceedings of the ACM on Programming Languages},
     volume = {6},
     number = {OOPSLA1},
     pages = {1--26},
     year = {2022},
     publisher = {ACM New York, NY, USA},
     url = {https://doi.org/10.1145/3527317},
     doi = {10.1145/3527317},
     month = apr,
     articleno = {73},
   }

2021

1. ACMMM’21 (OSC)

   Fast and Flexible Human Pose Estimation with HyperPose

   Yixiao Guo,  Jiawei Liu, Guo Li, Luo Mai,  and Hao Dong

   Proceedings of the 29th ACM International Conference on Multimedia. Apr 2021

   DOI Bib PDF Code Website

   @inbook{guo2021fast,
     title = {Fast and Flexible Human Pose Estimation with HyperPose},
     author = {Guo, Yixiao and Liu, Jiawei and Li, Guo and Mai, Luo and Dong, Hao},
     booktitle = {Proceedings of the 29th ACM International Conference on Multimedia},
     pages = {3763--3766},
     year = {2021},
     isbn = {9781450386517},
     publisher = {ACM New York, NY, USA},
     url = {https://doi.org/10.1145/3474085.3478325},
     doi = {10.1145/3474085.3478325},
   }