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Apr, 2020
在保持语义不变的转换下评估神经程序分析器的泛化能力
Evaluation of Generalizability of Neural Program Analyzers under Semantic-Preserving Transformations
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Md. Rafiqul Islam Rabin, Mohammad Amin Alipour
TL;DR
本文通过大规模的评估,研究了两种常见的神经程序分析器的通用性,并发现在许多情况下神经程序分析器的泛化能力是有限的,这提供了研究神经程序分析器的鲁棒性的初步基础。
Abstract
The abundance of publicly available source code repositories, in conjunction with the advances in neural networks, has enabled
data-driven approaches
to
program analysis
. These approaches, called
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