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ART 0.5.0
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@ririnicolae ririnicolae released this 01 Feb 18:58
0.5.0
5f8675a

This release of ART adds two new evasion attacks, provides some bug fixes, as well as some new features, like access to the learning phase (training/test) through the Classifier API, batching in evasion attacks and expectation over transformations.

Added

  • Spatial transformations evasion attack (class art.attacks.SpatialTransformations)
  • Elastic net (EAD) evasion attack (class art.attacks.ElasticNet)
  • Data generator support for multiple types of TensorFlow iterators
  • New function and property to the Classifier API that allow to explicitly control the learning phase (train/test)
  • Reports for poisoning module
  • Most evasion attacks now support batching, this is specified by the new parameter batch_size
  • ExpectationOverTransformations class, to be used with evasion attacks
  • Parameter expectation of evasion attacks allows to specify the use of expectation over transformations

Changed

  • Update list of attacks supported by universarl perturbation
  • PyLint and Travis configs

Fixed

  • Indexing error in C&W L_2 attack (issue #29)
  • Universal perturbation stop condition: attack was always stopping after one iteration
  • Error with data subsampling in AdversarialTrainer when the ratio of adversarial samples is 1
Assets 2
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