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 ======Home======
-The Intelligent Software Engineering Lab(ISE) is affiliated with School of
+The LLM for Software Engineering Lab (LLMSE) is affiliated with the School of Computer Science at Shanghai Jiao Tong University in China. It is located in the Minhang campus of Shanghai Jiao Tong University, primarily in room 1405 and 1407. The founding directors of LLMSE are Professors [[http://base.sjtu.edu.cn/~bjshen|Beijun Shen]] and [[https://guxd.github.io/| Xiaodong Gu]]. The main research interests of LLMSE include large language models for code, code generation, code translation, defect detection and repair.
-Software, Shanghai Jiao Tong University, China. It
-locates in the Minhang campus of Shanghai Jiao Tong University, mainly in
-Rm1405. The Founding Director of ISE is Prof.
-[[target=_blank|http://base.sjtu.edu.cn/~bjshen|Beijun Shen]].
-The main research interests of ISE include software repository mining, defect prediction, semantic web, software social network analysis, and some other related areas. Currently our research mainly involves: Large language models in software engineering, code translation, semi-supervised learning in defect prediction, developer and task recommendation in software crowdsourcing, identity linkage across software communities, user satisfaction evaluation of opensource projects, software programming knowledge base construction, expert detection of software communities, cross-platform developer programming ability modeling and evaluation, software repository search, recommendation in software communities, etc.
 =====Recent News=====
-  * [Graduation] Farewell to 2023 Grad. Students!8-)
+  * [Publication] Guangzhan Wang, Hongyu Zhang, Beijun Shen, Xiaodong Gu. Transplant Then Regenerate: A New Paradigm for Text Data Augmentation, EMNLP 2025, Suzhou, China, November 5–9, 2025
-  * [Publication] Yuetian Mao, Chengcheng Wan, Yuze Jiang, Xiaodong Gu, Self-Supervised Query Reformulation for Code Search, 2023 ESEC/FSE, San Francisco, California, United States, 3-9 December 2023
+  * [Publication] Chen Xie, Mingsheng Jiao, Xiaodong Gu, Beijun Shen. Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs, COMPSAC, Toronto, Canada, 8-11 July, 2025
-  * [Publication] X. Miao, Z. Lin, S. Wang, L. Yu, S. Li, Z. Wang, P. Nie, Y. Chen, B. Shen, H. Jiang. Lejacon: A Lightweight and Efficient Approach to Java Confidential Computing on SGX, The 45th IEEE/ACM International Conference on Software Engineering (ICSE), Melbourne, Australia, 14-20 May, 2023. ACM SIGSOFT Distinguished Paper.
+  * [Publication] Chaofan Wang, Guanjie Qiu, Xiaodong Gu, Beijun Shen. ApiRAT: Integrating Multi-source API Knowledge for Enhanced Code Translation with LLMs, COMPSAC, Toronto, Canada, 8-11 July, 2025
-  * [Publication] Wenhui Jiang, Xiaodong Gu, Yuting Chen, Beijun Shen. DuReSE: Rewriting Incomplete Utterances via Neural Sequence Editing, Neural Processing Letters, Springer, March 2023
+  * [Graduation] Farewell to 2025 Grad. Students!8-)
+  * [Publication] Zeyu Jiang, Xiaodong Gu, Beijun Shen. Just-In-Time Software Defect Prediction via Bi-modal Change Representation Learning, Journal of Systems & Software (JSS), October 2024
+  * [Publication] Qingxiao Tao, Tingrui Yu, Xiaodong Gu, Beijun Shen. Unraveling the Potential of Large Language Models in Code Translation: How Far Are We? THE 31st Asia-Pacific Software Engineering Conference (APSEC), 3-6 December, 2024
+  * [Publication] Shangbo Yun, Shuhuai Lin, Xiaodong Gu, Beijun Shen. Project-specific Code Summarization with In-Context Learning, Journal of Systems & Software (JSS), Volume 216, July 2024, 112149
+  * [Publication] Xuan Li, Shuai Yuan, Xiaodong Gu, Yuting Chen, Beijun Shen. Few-Shot Code Translation via Task-adapted Prompt Learning, Journal of Systems & Software (JSS), Volume 212, June 2024, 112002
 =====Upcoming Conferences=====
-  * [[https://aaai.org/aaai-conference/|[AAAI'23]]][CCF Rank A]. Full Paper Submission: Aug 15, 2023; Paper Notification: Dec 09, 2023.
+  * [[https://vldb.org/2025/|[VLDB'25]]][CCF Rank A]. Due 1st of every month until 3/1/2025.
-  * [[https://conf.researchr.org/home/fse-2024|[FSE'24]]][CCF Rank A]. Full Paper Submission: Sep 28, 2023; Paper Notification: Apr 16, 2024.
+  * [[https://2025.ijcai.org/|[IJCAI'25]]][CCF Rank A]. Due 1/23/2025 (abstract 1/16/2025).
+  * [[https://icml.cc/|[ICML'25]]][CCF Rank A]. Due 1/30/2025 (abstract 1/23/2025).
+  * [[https://2025.aclweb.org/|[ACL'25]]][CCF Rank A]. Due 2/15/2025.
+  * [[https://conf.researchr.org/home/icse-2026|[ICSE'26]]][CCF Rank A]. Due 3/14/2025 (abstract 3/7/2025) & 7/18/2025 (abstract 7/11/2025).
+  * [[https://neurips.cc/|[NeurIPS'25]]][CCF Rank A]. Due 5/1/2025.
+  * [[https://conf.researchr.org/home/ase-2025|[ASE'25]]][CCF Rank A]. Due 5/30/2025.
+  * [[https://popl26.sigplan.org/|[POPL'26]]][CCF Rank A]. Due 7/10/2025.
+  * [[https://conf.researchr.org/home/fse-2026|[FSE'26]]][CCF Rank A]. Due 9/11/2025 (abstract 9/4/2025).
+  * [[http://www2025.thewebconf.org/|[WWW'25]]][CCF Rank A]. Due 10/14/2024 (abstract 10/7/2024).
+  * [[https://2025.splashcon.org/|[OOPSLA'25]]][CCF Rank A]. Due 10/15/2024 & 3/25/2025.
+  * [[https://conf.researchr.org/home/issta-2026|[ISSTA'26]]][CCF Rank A]. Due 10/31?/2025.