Modularity Trumps Invariance for Compositional Robustness

Ian Mason, Anirban Sarkar, Tomotake Sasaki +1

By default neural networks are not robust to changes in data distribution. This has been demonstrated with simple image corruptions, such as blurring or adding noise, degrading ima…