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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 Beijun Shen and Xiaodong Gu. The main research interests of LLMSE include large language models for code, code generation, code translation, defect detection and repair.

• [Graduation] Farewell to 2026 Grad. Students!
• [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!

• [OOPSLA'26][CCF Rank A]. Due 3/17/2026 (round 2).
• [ASE'26][CCF Rank A]. Due 3/26/2026.
• [NeurIPS'26][CCF Rank A]. Abstract 5/5/2026; Due 5/7/2026.
• [ICSE'27][CCF Rank A]. Due 6/30/2026 (abstract 6/23/2026).
• [POPL'27][CCF Rank A]. Due 7/9/2026.
• [FSE'27][CCF Rank A]. Paper submission by 10/9/2026.