About Me
I am a Ph.D. candidate at the School of Computer Science and Information Systems at Singapore Management University (SMU). I am a member of the RiSE Lab (Centre for Research on Intelligent Software Engineering) and conduct my research under the supervision of Professor Lingxiao Jiang and Professor David Lo. Notably, SMU is ranked fourth globally in software engineering research according to CSRanking.
My primary interest is domain adaptation for deep learning. At the beginning of my Ph.D., I focused on adapting language models for domain-specific code generation. This included projects on Trigger-Action programs (ICPC 2022, FSE Demo 2022) and Arduino applications (MSR 2023, ASE Demo 2023). Recently, as language models have become larger and more capable, I have shifted my focus to developing techniques for efficiently adapting these large models through fine-tuning (Under Submission) and agentic workflows (On-going Work).
I am also interested in deep learning research in general. I have explored a wide range of topics, such as bias in sentiment analysis models (TSE), instruction fine-tuning (Arxiv), compiler bug isolation (TSE), and benchmarking LLMs for instruction-following in code generation (Under Submission).
News
- July 2024: A co-authored paper on LLM for compiler bug isolation is accepted at Transactions on Software Engineering
- May 2024: BigCodeBench from BigCode community is released
- March 2024: I joined BigCode community and contributed to BigCodeBench
- January 2024: My side project on instruction fine-tuning has been published on arXiv
- August 2023: My tool paper on automated Arduino programming is accepted at ASE 2023
- March 2023: My short paper on automated Arduino programming is accepted at the Doctoral Symposium, ICSE 2023
- March 2023: My long paper on automated Arduino programming is accepted at MSR 2023
- August 2022: My tool paper on automated trigger-action programming is accepted at ESEC/FSE 2022
- March 2022: My long paper on trigger-action programming is accepted at ICPC 2022
Publications
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Imam Nur Bani Yusuf , Lingxiao Jiang
Under Submission
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Haoxin Tu, Zhide Zhou, He Jiang, Imam Nur Bani Yusuf , Yuxian Li, Lingxiao Jiang
Transactions on Software Engineering
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Terry Yue Zhuo, Vu Minh Chien, Jenny Chim, Han Hu, Wenhao Yu, Ratnadira Widyasari, Imam Nur Bani Yusuf , Haolan Zhan, Junda He, Indraneil Paul, Simon Brunner, Chen GONG, James Hoang, Armel Randy Zebaze, Xiaoheng Hong, Wen-Ding Li, Jean Kaddour, Ming Xu, Zhihan Zhang, Prateek Yadav et al.
Under Submission
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Imam Nur Bani Yusuf , Lingxiao Jiang
arXiv 2024
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Imam Nur Bani Yusuf , Diyanah Binte Abdul Jamal, Lingxiao Jiang
38th IEEE/ACM International Conference on Automated Software Engineering (ASE 2023)
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Imam Nur Bani Yusuf
45th IEEE/ACM International Conference on Software Engineering: ICSE 2023 Companion Proceedings, Melbourne, Australia, May 14-20, 2023
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Imam Nur Bani Yusuf , Diyanah Binte Abdul Jamal, Lingxiao Jiang
20th IEEE/ACM International Conference on Mining Software Repositories, MSR 2023, Melbourne, Australia, May 15-16, 2023
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Imam Nur Bani Yusuf , Diyanah Binte Abdul Jamal, Lingxiao Jiang, David Lo
30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, ESEC/FSE 2022, Singapore, Singapore, November 14-18, 2022
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Imam Nur Bani Yusuf , Lingxiao Jiang, David Lo
30th IEEE/ACM International Conference on Program Comprehension, ICPC 2022, Virtual Event, May 16-17, 2022
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Muhammad Hilmi Asyrofi, Zhou Yang, Imam Nur Bani Yusuf , Hong Jin Kang, Ferdian Thung, David Lo
Transactions on Software Engineering
Services and Volunteers
- Senior Teaching Assistant for CS462 Internet of Things: Technology and Applications, August 2024 - present, SMU
- Senior Teaching Assistant for IS614 Internet of Things: Technology and Applications, August 2024 - present, SMU
- Student Volunteer, WWW 2024
- Student Volunteer, ICSE 2023
- Senior Teaching Assistant for CS422 Reasoning, Planning, and Learning under Uncertainty, August 2023 - December 2023, SMU
- Senior Teaching Assistant for IS787 Advanced Research Topics in Information Systems 2, January 2023 - May 2023, SMU
- Head of Embedded System Assistants, January 2019 - May 2019, ITB
- Teaching Assistant for Digital System Design, August 2018 - December 2018, ITB
Work Experiences
- Research Intern
- July 2019 - August 2019
- National Taiwan University of Science and Technology
- Supervisor: Professor Ray-Guang Cheng
- Topic: Software-Defined Base Station
- IoT Engineer Intern
- May 2018 - August 2018
- PT Lentera Bumi Nusantara, Indonesia
Organization Experiences
- Head of Project Management Division in Telecommunication Engineering Student Association
- February 2018 - February 2019
- Institut Teknologi Bandung
- Team Captain of Firefighting Robotic Team
- August 2017 - August 2018
- Institut Teknologi Bandung
- Team Manager of Firefighting Robotic Team
- August 2017 - August 2018
- Institut Teknologi Bandung
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