Caleb Robinson

Open Datasheets: Machine-readable Documentation for Open Datasets and Responsible AI Assessments

2023 · arXiv (Cornell University)

This paper introduces a no-code, machine-readable documentation framework for open datasets, with a focus on responsible AI (RAI) considerations. The framework aims to improve comprehensibility, and usability of open datasets, facilitating easier discovery and use, …

Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation

2025

Training robust deep learning models is crucial in Earth Observation, where globally deployed models often face distribution shifts that degrade performance, especially in low-data regions. Out-of-distribution (OOD) detection addresses this by identifying inputs that deviate …