Biography
I’m a Ph.D. student in Graduate School of Information Science at Kyushu University, where I’m supervised by Prof. Yasutaka Kamei (Our lab’s web here) . I received B.Eng. and M.Eng. degrees from the Kyushu University (2021 and 2023). I am supported by Japan Society for the Promotion of Science (JSPS) research fellowship (DC2) (2024.4-).
My research topic is Software Engineering for AI/ML (SE4AI). A recent topic is a repair/debugging for DNNs. I am also conducting research on quantum software engineering.
Interests
- Software Engineering for AI
- Fault localization and Repair for DNNs
- Quantum Software Engineering
Education
Ph.D., 2023 -
Kyushu University
M.Eng., 2021 - 2023
Kyushu University
B.Eng., 2019 - 2021
Kyushu University
Publications
Refereed
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(2023).
Uncertainty-aware Metamorphic Testing for Robust Object Detection Models.
Proceedings of the 23rd International Conference on Software Quality, Reliability, and Security Companion (QRS-C).
(2023).
An Initial Analysis of Repair and Side-effect Prediction for Neural Networks.
Proceedings of the 2nd International Conference on AI Engineering–Software Engineering for AI (CAIN).
(2023).
PAFL: Probabilistic Automaton-based Fault Localization for Recurrent Neural Networks.
Information and Software Technology.
(2022).
Do visual issue reports help developers fix bugs? a preliminary study of using videos and images to report issues on GitHub.
Proceedings of the 30th International Conference on Program Comprehension (ICPC).
Contact
- ishimoto🌟posl.ait.kyushu-u.ac.jp（replace 🌟 for at）
- (+81) 092 802 3606
- 744 Motooka, Nishi-ku, Fukuoka 819-0395