In the NeurIPS 2021-accepted paper Self-Supervised Bug Detection and Repair, a Microsoft Research team proposes BUGLAB, a self-supervised approach that significantly improves on baseline methods for detecting bugs in real-life code.

Here is a quick read: Microsoft’s Self-Supervised Bug Detection and Repair Approach Betters Baselines By Up to 30%.

The code and PyPIBugs dataset are available on the project’s GitHub. The paper Self-Supervised Bug Detection and Repair is on arXiv.



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