Publications

2023

1. NeurIPS’23

   Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation

   Jiawei Liu*, Chunqiu Steven Xia*, Yuyao Wang, Lingming Zhang

   Thirty-seventh Conference on Neural Information Processing Systems. 2023

   &#160Over 700k HuggingFace downloads; integrated by various industries

   PAPER Bib Slides Website 🤗 HF

   @inproceedings{liu2023is,
     title = {Is Your Code Generated by Chat{GPT} Really Correct? Rigorous Evaluation of Large Language Models for Code Generation},
     author = {Liu, Jiawei and Xia, Chunqiu Steven and Wang, Yuyao and Zhang, Lingming},
     booktitle = {Thirty-seventh Conference on Neural Information Processing Systems},
     year = {2023},
     url = {https://openreview.net/forum?id=1qvx610Cu7},
   }

2. FSE’23

   

   NeuRI: Diversifying DNN Generation via Inductive Rule Inference

   Jiawei Liu, Jinjun Peng, Yuyao Wang, Lingming Zhang

   Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering. 2023

   &#160🏆 ACM SIGSOFT Distinguished Paper Award

   PAPER Bib Slides Artifact

   @inproceedings{liu2023neuri,
     title = {NeuRI: Diversifying DNN Generation via Inductive Rule Inference},
     author = {Liu, Jiawei and Peng, Jinjun and Wang, Yuyao and Zhang, Lingming},
     year = {2023},
     isbn = {9798400703270},
     publisher = {Association for Computing Machinery},
     address = {New York, NY, USA},
     url = {https://doi.org/10.1145/3611643.3616337},
     doi = {10.1145/3611643.3616337},
     booktitle = {Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
     pages = {657--669},
     numpages = {13},
     location = {San Francisco, CA, USA},
     series = {ESEC/FSE 2023},
   }

3. 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, Lingming Zhang

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

   &#160🏆 Distinguished Artifact Award

   PAPER Bib Poster Slides Artifact </div>

   @inproceedings{liu2023nnsmith,
     title = {NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers},
     author = {Liu, Jiawei and Lin, Jinkun and Ruffy, Fabian and Tan, Cheng and Li, Jinyang and Panda, Aurojit and Zhang, Lingming},
     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},
   }

   </div> </div></li></ol>

   2022

   1. OOPSLA’22

      

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

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

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

      PAPER Bib 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. MM’21 OSC

      Fast and Flexible Human Pose Estimation with HyperPose

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

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

      PAPER Bib

      @inproceedings{guo2021fast,
        author = {Guo, Yixiao and Liu, Jiawei and Li, Guo and Mai, Luo and Dong, Hao},
        title = {Fast and Flexible Human Pose Estimation with HyperPose},
        year = {2021},
        isbn = {9781450386517},
        publisher = {Association for Computing Machinery},
        address = {New York, NY, USA},
        url = {https://doi.org/10.1145/3474085.3478325},
        doi = {10.1145/3474085.3478325},
        booktitle = {Proceedings of the 29th ACM International Conference on Multimedia},
        pages = {3763--3766},
        numpages = {4},
        keywords = {computer vision, high-performance computing, pose estimation},
        location = {Virtual Event, China},
        series = {MM '21},
      }

   </div>