494 citations · 676 across the 8 of their papers we have counts for
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cs.LG2020★ 43 cited
Backdoors in Neural Models of Source Code
Goutham Ramakrishnan, Aws Albarghouthi
Deep neural networks are vulnerable to a range of adversaries. A particularly pernicious class of vulnerabilities are backdoors, where model predictions diverge in the presence of…
cs.LG2020★ 76 cited
Semantic Robustness of Models of Source Code
Goutham Ramakrishnan, Jordan Henkel, Zi Wang +3
Deep neural networks are vulnerable to adversarial examples - small input perturbations that result in incorrect predictions. We study this problem for models of source code, where…