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Pengfei Xia

2 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.CR1
  • cs.LG1
same name
  • Pengfei Xia — 7 papers, h 23

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedUnderstanding the Error in Evaluating Adversarial Robustness

2 citations · 2 across the 2 of their papers we have counts for

collaborators

2 papers

cs.CR2021★ 2 cited

Understanding the Error in Evaluating Adversarial Robustness

Pengfei Xia, Ziqiang Li, Hongjing Niu +1

Deep neural networks are easily misled by adversarial examples. Although lots of defense methods are proposed, many of them are demonstrated to lose effectiveness when against prop…

cs.LG2020

Improving Resistance to Adversarial Deformations by Regularizing Gradients

Pengfei Xia, Bin Li

Improving the resistance of deep neural networks against adversarial attacks is important for deploying models to realistic applications. However, most defense methods are designed…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.