Intriguing Properties of Neural Networks

Szegedy, C., Zaremba, W., Sutskever, I., Bruna, J., Erhan, D., Goodfellow, I., & Fergus, R. (2014). Intriguing Properties of Neural Networks. International Conference on Learning Representations.

Type

Preprint

Intellectual base

Grey literature

Year

2014

Link

https://research.google/pubs/intriguing-properties-of-neural-networks/

Cited from

security_intelligence

Cited by

2 citations across 2 artifacts.

Each citation links to the sentence it supports in the citing article.

Primes

• Adversarial Boundary Navigation
  • Adversarial machine learning. Evasion attacks search a classifier's boundary for inputs that retain prohibited semantic content — still spam, still malware, still a stop sign — while crossing onto the allowed side.

    This sourceFirst demonstration of adversarial examples — minimal, often imperceptible perturbations that cross a classifier boundary while preserving semantic content.

Mechanisms

• Minimal-Pair Context Probe
  • It also maps the adversarial cue boundary

    This sourceDemonstrates that a small, adversarially selected perturbation can induce model misclassification.

Verification

This reference passed the adversarial substantiation pipeline: it was checked to exist and to support the claim it is attached to. See how references were verified.

Links previously used in the corpus

Before the registry existed this work was also linked 1 other way.

• https://arxiv.org/abs/1312.6199 ×1

Registry ID ref:7bc50946949e · see in the full table