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Understanding Neural Code Intelligence Through Program Simplification
[article]
2021
arXiv
pre-print
A wide range of code intelligence (CI) tools, powered by deep neural networks, have been developed recently to improve programming productivity and perform program analysis. To reliably use such tools, developers often need to reason about the behavior of the underlying models and the factors that affect them. This is especially challenging for tools backed by deep neural networks. Various methods have tried to reduce this opacity in the vein of "transparent/interpretable-AI". However, these
arXiv:2106.03353v1
fatcat:3wfadhxkzrhotmdygzsqnrpr4e