67 citations · 245 across the 29 of their papers we have counts for
Showing 2020Show all
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cs.CL2020★ 9 cited
Generating Adversarial Examples in Chinese Texts Using Sentence-Pieces
Linyang Li, Yunfan Shao, Demin Song +2
Adversarial attacks in texts are mostly substitution-based methods that replace words or characters in the original texts to achieve success attacks. Recent methods use pre-trained…
cs.CL2020★ 20 cited
TAVAT: Token-Aware Virtual Adversarial Training for Language Understanding
Linyang Li, Xipeng Qiu
Gradient-based adversarial training is widely used in improving the robustness of neural networks, while it cannot be easily adapted to natural language processing tasks since the…
cs.CL2020★ 67 cited
BERT-ATTACK: Adversarial Attack Against BERT Using BERT
Linyang Li, Ruotian Ma, Qipeng Guo +2
Adversarial attacks for discrete data (such as texts) have been proved significantly more challenging than continuous data (such as images) since it is difficult to generate advers…