Abraham David Smith

Topological Parallax: A Geometric Specification for Deep Perception Models

For safety and robustness of AI systems, we introduce _topological parallax_ as a theoretical and computational tool that compares a trained model to a reference dataset to determine whether they have similar multiscale geometric structure. Our proofs and examples show that this geometric similar…