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Imam Nur Bani Yusuf

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


About Me

As a PhD candidate at Singapore Management University’s School of Computer Science and Information Systems, I’m fortunate to work within the RiSE Lab (Centre for Research on Intelligent Software Engineering) under the mentorship of Professor Lingxiao Jiang and Professor David Lo.

My research focuses on applying language models to solve domain-specific challenges, driven by the belief that each task requires a tailored approach for optimal results. Through my dissertation titled “Transformer-based Deep Learning for Code Generation and Translation,” I tackle the complexities of leveraging neural networks for code generation and translation tasks in various domains. Beyond my research work, I contribute to the open source research community. I join the BigCode community in 2024 and I am fortunate to have the opportunity to help develop BigCodeBench, a comprehensive evaluation framework for large language models on coding tasks.

I am actively seeking industry or postdoctoral positions where I can apply my expertise in applied deep learning. My ideal role would allow me to bridge cutting-edge research with practical applications, continuing to develop techniques for adapting large language models to specialized domains. If you’re interested in discussing potential collaborations or opportunities, please don’t hesitate to reach out via email.

News

Publications

  1. Deep Learning-Based Automatic Semantic Patch Generation for the Linux Kernel: How Far Are We?
    Imam Nur Bani Yusuf , Xiping Huang, Julia Lawall, Lingxiao Jiang, David Lo, Nghi D. Q. Bui, Chunmiao Li, Haitao Wu, Yijun Yu
    Under Submission
    PDF Code BibTex Long Paper

  2. Dual Learning of Code Transformation Patterns from Demonstrations with Generation-Discrimination Objectives
    Imam Nur Bani Yusuf , Lingxiao Jiang
    Under Submission
    PDF Code BibTex Long Paper

  3. Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs
    Imam Nur Bani Yusuf , Lingxiao Jiang
    Under Submission
    PDF Code BibTex Long Paper

  4. RustMap: Towards Project-Scale C-to-Rust Migration via LLM and Program Analysis
    Xuemeng Cai, Jiakun Liu, Xiping Huang, Yijun Yu, Haitao Wu, Chunmiao Li, Bo Wang, Imam Nur Bani Yusuf , Lingxiao Jiang
    29th International Conference on Engineering of Complex Computer Systems (ICECCS 2025)
    PDF Code BibTex Long Paper

  5. 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

  6. 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.
    13th International Conference on Learning Representations (ICLR 2025)
    PDF Code BibTex Long Paper

  7. 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

  8. 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

  9. Towards Automated Embedded Systems Programming
    Imam Nur Bani Yusuf
    45th IEEE/ACM International Conference on Software Engineering (ICSE 2023 Doctoral Symposium)
    PDF BibTex Short Paper

  10. 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)
    PDF Code BibTex Long Paper

  11. 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)
    PDF Code BibTex Tool Paper

  12. 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)
    PDF Code BibTex Long Paper

  13. 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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