ART 1.13.0

This release of ART 1.13.0 introduces black-box regression estimator, DP-InstaHide, object detection estimator for TensorFlow v2, and more.

Added

• Added CutOut data augmentation as preprocessor in Numpy, TensorFlow and PyTorch (#1850)
• Added MixUp data augmentation as preprocessor in Numpy, TensorFlow and PyTorch (#1885)
• Added CutMix data augmentation as preprocessor in Numpy, TensorFlow and PyTorch (#1910)
• Added regression estimator for black-box scenario (#1930)
• Added additional model support for shadow models (#1930)
• Added Numpy-based data generator to support very large datasets (#1934
• Added object detection estimator for Faster-RCNN in TensorFlow v2 (#1951)
• Added DP-InstaHide training for classification with differentially private data augmentations (#1956)
• Added Interval Bound Propagation for certified classification in PyTorch (#1965)

Changed

[None]

Removed

[None]

Fixed

• Fixed unexpected shape in art.utils.load_cifar10 for loading raw dataset (#1962)
• Fixed bug to return correct best poisoning indices in SleeperAgentAttack (#1955)