Registered user since Thu 4 Nov 2021
I am Jieke Shi (史杰克), a Research Scientist and NRF Postdoctoral Award Recipient at the School of Computing and Information Systems (SCIS), Singapore Management University (SMU), where I also obtained my PhD. I am working with Professor David Lo, an ACM/IEEE/ASE Fellow, as my supervisor.
My research lies at the intersection of Software Engineering (SE) and Artificial Intelligence (AI), with a particular focus on program synthesis techniques for enhancing the efficiency and reliability of AI-powered software. Over the past four years, my work has centered around two key challenges: (1) compressing and “greening” code models to make them more deployable and sustainable; and (2) ensuring the safety of AI-enabled systems across both runtime and offline phases. This research trajectory has led to 38 publications in top-tier SE and security venues (e.g., ICSE, ASE, TSE, TOSEM, IEEE S&P). My work has been recognized with multiple academic honors, including ACM SIGSOFT Distinguished Paper Awards (ASE’22 nomination, ASE’25 winner, ICSE’26 winner), an IEEE Computer Society TCSE Distinguished Paper Award (SANER’26), an IEEE Computer Society Best Paper Award (TSE’24), a SAC Highlight Award (ACL’26), an Honorable Mention (ACSAC’22), and research grants from OpenAI and Google Cloud. Within SMU, I was honored with the SMU Presidential Doctoral Fellowship (2023), SCIS Research Excellence Award (2025), SCIS Dean’s List Award (2023&2025), and SMU Research Staff Excellence Awards (2025).
Contributions
2027
Mining Software Repositories
International Conference on Program Comprehension
2026
ASE
- Author of How Reasoning Shapes Social Bias in LLM-Generated Code? within the Research Papers-track
- Author of AgentChaos: Chaos Engineering for Agent Systems via Programmatic Fault Injection within the Research Papers-track
- Author of Beyond Text Matching: Towards Reference-Free Evaluation for Human-Oriented Binary Reverse Engineering within the Research Papers-track
ISSTA
ICSME
ESEC/FSE
- Committee Member in Program Committee within the Ideas, Visions and Reflections-track
- Author of Compiling Code LLMs into Lightweight Executables within the Research Papers-track
- Author of Automated Repair of TEE Partitioning Issues via DSL-Guided and LLM-Assisted Patching within the Research Papers-track
AIware
ICSE
- Author of PenForge: On-the-Fly Expert Agent Construction for Automated Penetration Testing within the New Ideas and Emerging Results (NIER)-track
- Author of Efficient and Green Large Language Models for Software Engineering: Literature Review, Vision, and the Road Ahead within the Journal-first Papers-track
- Author of Back to the Basics: Rethinking Issue-Commit Linking with LLM-Assisted Retrieval within the Research Track-track
- Author of Think Like Human Developers: Harnessing Community Knowledge for Structured Code Reasoning within the Research Track-track
- Session Chair of Dependability and Security 9 (part of Research Track)
Mining Software Repositories
2025
ASE
- Author of Finding Safety Violations of AI-Enabled Control Systems through the Lens of Synthesized Proxy Programs within the Journal-First-track
- Author of "My productivity is boosted, but ..." Demystifying Users’ Perception on AI Coding Assistants within the Research Papers-track
- Author of Stealthy Backdoor Attack for Code Models within the Journal-First-track