# Generating Adversarial Perturbation with Root Mean Square Gradient

Source: [Generating Adversarial Perturbation with Root Mean Square Gradient](<https://www.sota2.com/research/paper/68fa65c41e209131cea0c516>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2025-10-25T21:35:37.665Z

Authors: Yatie Xiao, Chi-Man Pun, Jizhe Zhou

Published: 2019-01-13T12:42:42.000Z

## Abstract

We focus our attention on the problem of generating adversarial perturbations based on the gradient in image classification domain

## Recorded benchmark results

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Original sources and implementation

[Original paper](<https://arxiv.org/abs/1901.03706>)

[PDF](<https://arxiv.org/pdf/1901.03706.pdf>)
