Topological Segmentation and Tracking for Space Weather Modeling. - Divya Banesh; Natalie Klein; Steven Morley; Ayan Biswas; Vania Jordanova; Michael Henderson; Earl Lawrence (IEEE BigData, 2021)

In Situ Climate Modeling for Analyzing Extreme Weather Events. - Soumya Dutta; Natalie Klein; Li Tang 007; Jonathan David Wolfe; Luke Van Roekel; James Joseph Benedict; Ayan Biswas; Earl Lawrence; Nathan M. Urban (ISAV@SC, 2021)

TributaryPCA: Distributed, Streaming PCA for In Situ Dimension Reduction with Application to Space Weather Simulations. - Yu Wang; Natalie Klein; Steven Morley; Vania Jordanova; Michael Henderson; Ayan Biswas; Earl Lawrence (DRBSD@SC, 2021)

Neural density estimation and uncertainty quantification for laser induced breakdown spectroscopy spectra. - Katiana Kontolati; Natalie Klein; Nishant Panda; Diane Oyen (CoRR, 2021)

Cross-population coupling of neural activity based on Gaussian process current source densities. - Natalie Klein; Joshua H. Siegle; Tobias Teichert; Robert E. Kass (PLoS Comput. Biol., 2021)

Denoising neural networks for magnetic resonance spectroscopy. - Natalie Klein; Amber J. Day; Harris Mason; Michael W. Malone; Sinead A. Williamson (CoRR, 2022)

Generative structured normalizing flow Gaussian processes applied to spectroscopic data. - Natalie Klein; Nishant Panda; Patrick Gasda; Diane Oyen (CoRR, 2022)

Hyperspectral Target Identification Using Physics-Guided Neural Networks with Explainability and Feature Attribution. - Natalie Klein; Adra Carr; Zigfried Hampel-Arias; Allison Zastrow; Amanda Ziemann; Eric Flynn (IGARSS, 2023)

Semi-supervised Learning of Pushforwards For Domain Translation & Adaptation. - Nishant Panda; Natalie Klein; Dominic Yang; Patrick Gasda; Diane Oyen (CoRR, 2023)

2D Spectral Representations and Autoencoders for Hyperspectral Imagery Classification and ExplanabilitY. - Zigfried Hampel-Arias; Adra Carr; Natalie Klein; Eric Flynn (SSIAI, 2024)

Local Stochastic Sensitivity Analysis For Dynamical Systems. - Nishant Panda; Jehanzeb H. Chaudhry; Natalie Klein; James Carzon; Troy Butler (AISTATS, 2025)

Regularization via f-Divergence: An Application to Multi-Oxide Spectroscopic Analysis. - Weizhi Li; Natalie Klein; Brendan Gifford; Elizabeth C. Sklute; Carey Legett; Samuel Clegg (CoRR, 2025)