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Imam Nur Bani Yusuf

Ph.D. Student
Singapore Management University
imamy.2020 (at) phdcs.smu.edu.sg


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

Publications

  1. Efficient Fine-tuning using Code Property Graph for Code Comprehension and Code Generation
    Imam Nur Bani Yusuf , Lingxiao Jiang
    Under Submission
    PDF Code BibTex Long Paper

  2. Isolating Compiler Bugs by Generating Effective Witness Programs With Large Language Models
    Haoxin Tu, Zhide Zhou, He Jiang, Imam Nur Bani Yusuf , Yuxian Li, Lingxiao Jiang
    Transactions on Software Engineering
    PDF Code BibTex Journal

  3. BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
    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
    PDF Code BibTex Long Paper

  4. Your Instructions Are Not Always Helpful: Assessing the Efficacy of Instruction Fine-tuning for Software Vulnerability Detection
    Imam Nur Bani Yusuf , Lingxiao Jiang
    arXiv 2024
    PDF Code BibTex Long Paper

  5. ArduinoProg: Towards Automating Arduino Programming
    Imam Nur Bani Yusuf , Diyanah Binte Abdul Jamal, Lingxiao Jiang
    38th IEEE/ACM International Conference on Automated Software Engineering (ASE 2023)
    PDF Code BibTex Tool Paper

  6. Towards Automated Embedded Systems Programming
    Imam Nur Bani Yusuf
    45th IEEE/ACM International Conference on Software Engineering: ICSE 2023 Companion Proceedings, Melbourne, Australia, May 14-20, 2023
    PDF BibTex Short Paper

  7. Automating Arduino Programming: From Hardware Setups to Sample Source Code Generation
    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
    PDF Code BibTex Long Paper

  8. RecipeGen++: an automated trigger action programs generator
    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
    PDF Code BibTex Tool Paper

  9. Accurate generation of trigger-action programs with domain-adapted sequence-to-sequence learning
    Imam Nur Bani Yusuf , Lingxiao Jiang, David Lo
    30th IEEE/ACM International Conference on Program Comprehension, ICPC 2022, Virtual Event, May 16-17, 2022
    PDF Code BibTex Long Paper

  10. BiasFinder: Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems
    Muhammad Hilmi Asyrofi, Zhou Yang, Imam Nur Bani Yusuf , Hong Jin Kang, Ferdian Thung, David Lo
    Transactions on Software Engineering
    PDF Code BibTex Journal

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