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 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.
 =====Recent News=====
+  * [Graduation] Farewell to 2026 Grad. Students!8-)
+  * [Publication] Zhe Yin, Xiaodong Gu, and Beijun Shen, Neuron-Guided Interpretation of Code LLMs: Where, Why, and How? FSE 2026, Montreal, Canada, 5 - 9 July 2026
+  * [Publication] Shangbo Yun, Jianghong Huang, Xiaodong Gu, and Beijun Shen, Beyond Language Boundaries: Uncovering Programming Language Families for Code Language Models, FSE 2026, Montreal, Canada, 5 - 9 July 2026
+  * [Publication] Chao Hu, Wenhao Zeng, Yuling Shi, Beijun Shen, and Xiaodong Gu, In Line with Context: Repository-Level Code Generation via Context Inlining, FSE 2026, Montreal, Canada, 5 - 9 July 2026
+  * [Publication] Chaofan Wang, Tingrui Yu, Beijun Shen, Jie Wang, Dong Chen, Wenrui Zhang, Yuling Shi, Chen Xie, and Xiaodong Gu. EvoC2Rust: A Skeleton-guided Framework for Project-Level C-to-Rust Translation. ICSE 2026 SEIP. Rio de Janeiro, Brazil, April 12-18, 2026
+  * [Publication] Xuan Li, Zhe Yin, Xiaodong Gu, and Beijun Shen. Anti-Adversarial Learning: Desensitizing Prompts for Large Language Models. AAAI 2026. Singapore, Jan 20 - 27, 2026
   * [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] 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] 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
   * [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://vldb.org/2025/|[VLDB'25]]][CCF Rank A]. Due 1st of every month until 3/1/2025.
+  * [[https://oopsla26.hotcrp.com/deadlines|[OOPSLA'26]]][CCF Rank A]. Due 3/17/2026 (round 2).
-  * [[https://2025.ijcai.org/|[IJCAI'25]]][CCF Rank A]. Due 1/23/2025 (abstract 1/16/2025).
+  * [[https://conf.researchr.org/home/ase-2026|[ASE'26]]][CCF Rank A]. Due 3/26/2026.
-  * [[https://icml.cc/|[ICML'25]]][CCF Rank A]. Due 1/30/2025 (abstract 1/23/2025).
+  * [[https://openreview.net/group?id=NeurIPS.cc/2026/Conference|[NeurIPS'26]]][CCF Rank A]. Abstract 5/5/2026; Due 5/7/2026.
-  * [[https://2025.aclweb.org/|[ACL'25]]][CCF Rank A]. Due 2/15/2025.
+  * [[https://conf.researchr.org/home/icse-2027|[ICSE'27]]][CCF Rank A]. Due 6/30/2026 (abstract 6/23/2026).
-  * [[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://popl27.sigplan.org/dates|[POPL'27]]][CCF Rank A]. Due 7/9/2026.
-  * [[https://neurips.cc/|[NeurIPS'25]]][CCF Rank A]. Due 5/1/2025.
+  * [[https://www.esec-fse.org/upcoming_events|[FSE'27]]][CCF Rank A]. Paper submission by 10/9/2026.
-  * [[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.