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Ma Lab
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A lab that works to make software built with AI trustworthy.
AboutAbout the lab
To build trustworthy AI systems.
The Ma Lab studies quality assurance for building trustworthy AI systems, in the area where software engineering and AI overlap.
The lab works on testing, analysis, verification, interpretation, and attack and defense for software that incorporates machine learning.
Key terms
- Machine learning engineering
- Engineering for building systems that incorporate machine learning safely and with high quality
- Quality assurance
- Efforts to verify and guarantee that a product or system works correctly and safely, as expected
- Toolchain
- A set of tools for building and inspecting software, connected so that they can be used together
NewsLab news
Paper accepted to IEEE Transactions on Software Engineering
Paper accepted to the international conference ACM CHI 2024
Paper accepted to the international conference ICRA 2024
Two papers accepted to the international conference ICLR 2024
Paper accepted to the international conference ICSE 2024
ResearchResearch themes
The lab aims to realize trustworthy intelligent software systems through machine learning engineering, a new field at the intersection of software engineering and AI. It applies the methods it develops to real-world systems and verifies their quality and safety.
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MembersFaculty
- Associate ProfessorMa LeiPublications ↗
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Report an errorAbout the images
The top and research theme images are illustrative and were not taken at the lab. They are cropped from Wikimedia Commons images. Cropped CC BY-SA images are provided under the same CC BY-SA license as the original (version shown on each line).
- Top image: “Unmarked Nissan Rogue - Possible Test Autonomous Vehicle - San Francisco, May 2025 04” 9yz / CC BY 4.0 (cropped)
- Engineering and Quality Assurance of Trustworthy AI Systems: “CSS code on a screen (Unsplash)” Sai Kiran Anagani _imkiran / CC0 (cropped)
- Related lab (Miyao Lab): “Rosetta Stone” Hans Hillewaert / CC BY-SA 4.0 (cropped)
- Related lab (Yanaka Lab): “Bookshelves and interior of the library of the Academy for Judiciary” Szeronine / CC BY 4.0 (cropped)
- Related lab (Shinagawa Lab): “Alx source snippet” Tino / CC BY-SA 4.0 (cropped)
- Related lab (Takamaeda Lab): “5C2A5953R - – Silicon Wafer 20200519” Rob Bulmahn / CC BY 2.0 (cropped)
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