Associate Professor
School of Software, Shanghai Jiao Tong University
Contact:
Room 1208, Software Building, No.800 Dongchuan Road, Shanghai, China
Email:
Research Interest:
My research focuses on deep learning for natural and programming languages. I develop efficient machine learning methodologies for software code. My research topics are:
VarGAN: Adversarial Learning of Variable Semantic Representations
IEEE Transactions on Software Engineering (TSE 2024)
(CCF-A)
[paper]
[code]
On the Evaluation of Neural Code Translation: Taxonomy and Benchmark
In Proceedings of the 38th International Conference on Automated Software Engineering (ASE 2023), Kirchberg, Luxembourg, Sept. 11-15, 2023
(CCF-A)
[paper]
[slides]
[code]
InfeRE: Step-by-Step Regex Generation via Chain of Inference
In Proceedings of the 38th International Conference on Automated Software Engineering (ASE 2023), Kirchberg, Luxembourg, Sept. 11-15, 2023
(CCF-A)
[paper]
[slides]
[code]
[bibtex]
Self-Supervised Query Reformulation for Code Search
In Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE 2023), San Francisco, California, United States, Dec 3-9, 2023
(CCF-A)
[paper]
[slides]
[code]
[bibtex]
Diet Code Is Healthy: Simplifying Programs for Pre-Trained Models of Code
In Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE 2022), Singapore, Nov 14-18, 2022
(CCF-A)
[paper]
[slides]
[code]
[bibtex]
Zero-Shot Program Representation Learning
In Proceedings of the 30th IEEE/ACM International Conference on Program Comprehension (ICPC 2022), Virtual, May 16-17, 2022
(CCF-B)
[paper]
[code]
[slides]
[bibtex]
Self-Supervised Learning of Smart Contract Representations
In Proceedings of the 30th IEEE/ACM International Conference on Program Comprehension (ICPC 2022), Virtual, May 16-17, 2022
(CCF-B)
[code]
[slides]
[bibtex]
Cross-Domain Deep Code Search with Meta Learning
In Proceedings of the 44th International Conference on Software Engineering (ICSE 2022)
(CCF-A)
[paper]
[code]
[slides]
[bibtex]
DialogBERT: Discource Aware Response Generation via Learning to Recover and Rank Utterances
In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2021)
(CCF-A)
A Multi-Modal Transformer-based Code Summarization Approach for Smart Contracts
The 2021 International Conference on Program Comprehension (ICPC 2021)
(CCF-B)
[arXiv]
[code]
[data]
Deep Code Search
In Proceedings of the 40th International Conference on Software Engineering (ICSE 2018), Gothenburg, Sweden, May 27 - June 3, 2018
(CCF-A)
[paper]
[code]
[slides]
[bibtex]
Deep API Learning
In Proceedings of the 24th ACM SIGSOFT International Symposium on the Foundations of Software Engineering (FSE 2016), Seattle, WA, USA, November 13–18, 2016
(CCF-A)
[project website]
[paper]
[slides]
[code]
[bibtex]
I am grateful to the wonderful students I have been collaborating with
Alumni
Program Committee | ACL (2023), EMNLP (2021, 2022, 2023), COLING (2020, 2022), IJCAI (2023), EACL (2023) |
Reviewer Board | Automated Software Engineering (AUSE), Empirical Software Engineering (EMSE) |
Journal Reviewer | TSE, TOSEM, EMSE, IST, JSS, FCS |