Construct · 1 fields · 1 citations

obfuscated gradients: a standalone construct

One name. One construct. A landmark on the map.

● anchor · a standalone construct Nearest construct by meaning·not indexed
obfuscatedgradients1 CONSTRUCTObfuscated gradientsATHALYE · ADVERSARIAL MACHINE

A single standalone construct; nearby constructs are located against it in the Collider. Tap a field for its definition, unit, and measures.

Adversarial machine learning

defenses that appear robust because they break or hide useful gradients, giving a false impression of security against attacks.

In adversarial machine learning, obfuscated gradients refers to defenses that appear robust because they break or hide useful gradients, giving a false impression of security against attacks. This meaning comes from Athalye (2018) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

break2 fields · 4 citationsjingle · one word, two constructsimpression1 fields · 3 citationsanchor · a standalone constructlearning6 fields · 14 citationsjingle · one name, six constructs

References

  1. Athalye, A., Carlini, N., & Wagner, D. (2018). Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples. arXiv. https://doi.org/10.48550/arxiv.1802.00420

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