Topological Simplification of Signals for Inference and Approximate Reconstruction. - Gary Koplik; Nathan Borggren; Sam Voisin; Gabrielle Angeloro; Jay Hineman; Tessa Johnson; Paul Bendich (CoRR, 2022)