Construct · 1 fields · 1 citations

model inversion attack: a standalone construct

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

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model inversionattack1 CONSTRUCTModel inversion attackFREDRIKSON · MACHINE LEARNING

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

Machine learning security

using a model's confidence outputs to reconstruct sensitive features or recognizable images of the individuals in its training data.

In machine learning security, model inversion attack refers to using a model's confidence outputs to reconstruct sensitive features or recognizable images of the individuals in its training data. This meaning comes from Fredrikson (2015) in Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security.[1]

Unit
Recovery means
Measured by

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Nearby constructs

attack4 fields · 10 citationsjingle · one word, four constructsconfidence4 fields · 5 citationsjingle · one word, four constructsinversion4 fields · 4 citationsjingle · one word, four constructs

References

  1. Fredrikson, M., Jha, S., & Ristenpart, T. (2015). Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures. Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security. https://doi.org/10.1145/2810103.2813677

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