Sina Salimian, Gias Uddin, Sumon Biswas, Henry Leung
ACM Transactions on Software Engineering and Methodology(Preprint)2026
@article{salimian2026bias,
title={Bias Testing and Mitigation in Black Box LLMs using Metamorphic Relations},
author={Salimian, Sina and Uddin, Gias and Biswas, Sumon and Leung, Henry},
journal={arXiv preprint arXiv:2512.00556},
year={2026}
}
arXiv
41st IEEE/ACM International Conference on Automated Software Engineering(ASE)2026
@inproceedings{hasan2026breaks,
title={What Breaks When LLMs Code? Characterizing Operational Safety Failures of Agentic Code Assistants},
author={Hasan, Alif Al and Biswas, Sumon},
booktitle={Proceedings of the 41st IEEE/ACM International Conference on Automated Software Engineering (ASE)},
year={2026}
}
arXiv
@inproceedings{dou2026reshift,
title={ReShift: Aha-Moment-Driven Reasoning-Level Backdoor Attacks on Vision--Language Models},
author={Dou, Zhihao and Zhao, Qinjian and Gao, Zhiqiang and Biswas, Sumon},
booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
year={2026}
}
arXiv
43rd International Conference on Machine Learning(ICML)2026
@inproceedings{dou2026plan,
title={Plan Then Action: High-Level Planning Guidance Reinforcement Learning for LLM Reasoning},
author={Dou, Zhihao and Zhao, Qinjian and Wan, Zhongwei and Zhang, Dinggen and Wang, Weida and Raiyan, Towsif
and Chen, Benteng and Pan, Qingtao and Ouyang, Yang and Gao, Zhiqiang and Zhang, Shufei and Biswas, Sumon},
booktitle={Proceedings of the 43rd International Conference on Machine Learning},
year={2026}
}
arXiv
Yining She, Sumon Biswas, Christian Kästner, Eunsuk Kang
47th IEEE/ACM International Conference on Software Engineering(ICSE)2025
@inproceedings{she2025fairsense,
title={FairSense: Long-Term Fairness Analysis of ML-Enabled Systems},
author={She, Yining and Biswas, Sumon and K{\"a}stner, Christian and Kang, Eunsuk},
booktitle={Proceedings of the 47th International Conference on Software Engineering},
pages={782--794},
year={2025},
doi={10.1109/ICSE55347.2025.00159}
}
DOI
David O’Brien, Sumon Biswas, Sayem Imtiaz, Rabe Abdalkareem, Emad Shihab, Hridesh Rajan
46th IEEE/ACM International Conference on Software Engineering(ICSE)2024
@inproceedings{obrien2024prompt,
title={Are Prompt Engineering and TODO Comments Friends or Foes? An Evaluation on GitHub Copilot},
author={OBrien, David and Biswas, Sumon and Imtiaz, Sayem and Abdalkareem, Rabe and Shihab, Emad and Rajan, Hridesh},
booktitle={Proceedings of the 46th International Conference on Software Engineering},
pages={1--13},
year={2024},
doi={10.1145/3597503.3639176}
}
DOIData
International Workshop on Dependability and Trustworthiness of Safety-Critical Systems with Machine Learned Components, ESEC/FSE(SE4SafeML)2023
@inproceedings{biswas2023safe,
title={Towards Safe ML-Based Systems in Presence of Feedback Loops},
author={Biswas, Sumon and She, Yining and Kang, Eunsuk},
booktitle={Proceedings of the International Workshop on Dependability and Trustworthiness of Safety-Critical Systems with Machine Learned Components at ESEC/FSE},
year={2023},
doi={10.1145/3617574.3617861}
}
DOI
31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering(FSE)2023
@inproceedings{nguyen2023fair,
title={Fix Fairness, Don't Ruin Accuracy: Performance Aware Fairness Repair using AutoML},
author={Nguyen, Giang and Biswas, Sumon and Rajan, Hridesh},
booktitle={Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
pages={502--514},
year={2023},
doi={10.1145/3611643.3616257}
}
DOI
45th IEEE/ACM International Conference on Software Engineering(ICSE)2023
@inproceedings{biswas2023fairify,
title={Fairify: Fairness Verification of Neural Networks},
author={Biswas, Sumon and Rajan, Hridesh},
booktitle={Proceedings of the 45th International Conference on Software Engineering},
pages={1546--1558},
year={2023},
doi={10.1109/ICSE48619.2023.00134}
}
DOI
45th IEEE/ACM International Conference on Software Engineering(ICSE)2023
@inproceedings{gohar2023ensemble,
title={Towards Understanding Fairness and its Composition in Ensemble Machine Learning},
author={Gohar, Usman and Biswas, Sumon and Rajan, Hridesh},
booktitle={Proceedings of the 45th International Conference on Software Engineering},
pages={1533--1545},
year={2023},
doi={10.1109/ICSE48619.2023.00133}
}
DOI
David O’Brien, Sumon Biswas, Sayem Imtiaz, Rabe Abdalkareem, Emad Shihab, Hridesh Rajan
30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering(FSE)2022
@inproceedings{obrien2022shades,
title={23 Shades of Self-Admitted Technical Debt: An Empirical Study on Machine Learning Software},
author={OBrien, David and Biswas, Sumon and Imtiaz, Sayem and Abdalkareem, Rabe and Shihab, Emad and Rajan, Hridesh},
booktitle={Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
pages={734--746},
year={2022},
doi={10.1145/3540250.3549088}
}
DOI
44th IEEE/ACM International Conference on Software Engineering(ICSE)2022
@inproceedings{biswas2022art,
title={The Art and Practice of Data Science Pipelines: A Comprehensive Study of Data Science Pipelines In Theory, In-The-Small, and In-The-Large},
author={Biswas, Sumon and Wardat, Mohammad and Rajan, Hridesh},
booktitle={Proceedings of the 44th International Conference on Software Engineering},
pages={2091--2103},
year={2022},
doi={10.1145/3510003.3510057}
}
DOIVideo
29th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering(FSE)2021
@inproceedings{biswas2021fair,
title={Fair Preprocessing: Towards Understanding Compositional Fairness of Data Transformers in Machine Learning Pipeline},
author={Biswas, Sumon and Rajan, Hridesh},
booktitle={Proceedings of the 29th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
pages={981--993},
year={2021},
doi={10.1145/3468264.3468536}
}
DOI
28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering(FSE)2020
@inproceedings{biswas2020machine,
title={Do the Machine Learning Models on a Crowd Sourced Platform Exhibit Bias? An Empirical Study on Model Fairness},
author={Biswas, Sumon and Rajan, Hridesh},
booktitle={Proceedings of the 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
pages={642--653},
year={2020},
doi={10.1145/3368089.3409704}
}
DOI
Sumon Biswas, Md Johirul Islam, Yijia Huang, Hridesh Rajan
16th IEEE/ACM International Conference on Mining Software Repositories(MSR)2019
@inproceedings{biswas2019boa,
title={Boa Meets Python: A Boa Dataset of Data Science Software in Python Language},
author={Biswas, Sumon and Islam, Md Johirul and Huang, Yijia and Rajan, Hridesh},
booktitle={Proceedings of the 16th International Conference on Mining Software Repositories},
year={2019},
doi={10.1109/MSR.2019.00086}
}
DOIDataSlides