3 papers
astro-ph.EP2026
The Interplanetary Habitable Zone
Caleb Scharf
The concept of a system-wide measure of the sustainment of life (habitability) for space-faring interplanetary species is introduced and explored. Although largely agnostic to the…
astro-ph.IM2025
Foundation Models for Astrobiology: Paper I -- Workshop and Overview
Ryan Felton, Caleb Scharf, Stuart Bartlett +18
Advances in machine learning over the past decade have resulted in a proliferation of algorithmic applications for encoding, characterizing, and acting on complex data that may con…
astro-ph.EP2025
The model is the message: Lightweight convolutional autoencoders applied to noisy imaging data for planetary science and astrobiology
Caleb Scharf
The application of convolutional autoencoder deep learning to imaging data for planetary science and astrobiological use is briefly reviewed and explored with a focus on the need t…