2 papers
cs.LG2023
Topological Parallax: A Geometric Specification for Deep Perception Models
Abraham D. Smith, Michael J. Catanzaro, Gabrielle Angeloro +2
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…
eess.SP2022
Topological Simplification of Signals for Inference and Approximate Reconstruction
Gary Koplik, Nathan Borggren, Sam Voisin +4
As Internet of Things (IoT) devices become both cheaper and more powerful, researchers are increasingly finding solutions to their scientific curiosities both financially and compu…