Nathan J. Szymanski

Lawrence Berkeley National Laboratory — United States

Materials Science · Physical Sciences

21h-index1.7kcitations64works4.72yr avg
OpenAlex↗ORCID↗Google Scholar↗Lab page↗

Accepting Students?

No reports yet. Know if this professor is taking students?

Research Topics

Machine Learning in Materials Science(21), Advancements in Battery Materials(14), X-ray Diffraction in Crystallography(11), Inorganic Chemistry and Materials(8), Catalysis and Oxidation Reactions(7)

Publications65 total

Thermodynamic assessment of machine learning models for solid-state synthesis prediction
arXiv (Cornell University)·2026Open Access
Thermodynamic assessment of machine learning models for solid-state synthesis prediction
ArXiv.org·2026Open Access
On the Need for Autonomous Science Instruments: A Call to Action
2026Open Access
Author Correction: An autonomous laboratory for the accelerated synthesis of inorganic materials
Nature·2026Open Access
Accurate SEM‑EDS Quantification, Automation, and Machine Learning Enable High‑Throughput Compositional Characterization of Powders
2026Open Access
Thermodynamics of proton insertion across the perovskite-brownmillerite transition in <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi mathvariant="normal">L</mml:mi> <mml:msub> <mml:mi mathvariant="normal">a</mml:mi> <mml:mrow> <mml:mn>0.5</mml:mn> </mml:mrow> </mml:msub> <mml:mi mathvariant="normal">S</mml:mi> <mml:msub> <mml:mi mathvariant="normal">r</mml:mi> <mml:mrow> <mml:mn>0.5</mml:mn> </mml:mrow> </mml:msub> <mml:mi>Co</mml:mi> <mml:msub> <mml:mi mathvariant="normal">O</mml:mi> <mml:mrow> <mml:mn>3</mml:mn> <mml:mo>−</mml:mo> <mml:mi>δ</mml:mi> </mml:mrow> </mml:msub> </mml:mrow> </mml:math>
Physical Review Materials·2026· 1 cited
Thermodynamics of proton insertion across the perovskite-brownmillerite transition in <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi mathvariant="normal">L</mml:mi> <mml:msub> <mml:mi mathvariant="normal">a</mml:mi> <mml:mrow> <mml:mn>0.5</mml:mn> </mml:mrow> </mml:msub> <mml:mi mathvariant="normal">S</mml:mi> <mml:msub> <mml:mi mathvariant="normal">r</mml:mi> <mml:mrow> <mml:mn>0.5</mml:mn> </mml:mrow> </mml:msub> <mml:mi>Co</mml:mi> <mml:msub> <mml:mi mathvariant="normal">O</mml:mi> <mml:mrow> <mml:mn>3</mml:mn> <mml:mo>−</mml:mo> <mml:mi>δ</mml:mi> </mml:mrow> </mml:msub> </mml:mrow> </mml:math>
Physical Review Materials·2026Open Access
Data for Thermodynamics of proton insertion across the perovskite-brownmillerite transition in La0.5Sr0.5CoO3-δ
Data Repository for the University of Minnesota·2026Open Access
Understanding Cation and Anion Redox in Li <sub>2</sub> FeS <sub>2</sub>
ECS Meeting Abstracts·2025
Computational search for materials having a giant anomalous Hall effect in the pyrochlore and spinel crystal structures
Physical Review Materials·2025
Harnessing Automated SEM-EDS and Machine Learning to Unlock High-Throughput Compositional Characterization of Powder Materials
2025Open Access
Cation vacancies mediate thermochemical water splitting with iron aluminates
arXiv (Cornell University)·2025Open Access
Electronic structure perspective on cation and anion redox in Li2FeS2
2025
Leveraging unlabeled SEM datasets with self-supervised learning for enhanced particle segmentation
npj Computational Materials·2025· 1 citedOpen Access
Author response for "Establishing baselines for generative discovery of inorganic crystals"
2025
Topological Descriptors for the Electron Density of Inorganic Solids
ACS Materials Letters·2025· 3 citedOpen Access
Computational search for materials having a giant anomalous Hall effect in the pyrochlore and spinel crystal structures
arXiv (Cornell University)·2025Open Access
Alternative Solid‐State Synthesis Route for Highly Fluorinated Disordered Rock‐Salt Cathode Materials for High‐Energy Lithium‐Ion Batteries
Advanced Energy Materials·2025· 3 citedOpen Access
Author response for "Establishing baselines for generative discovery of inorganic crystals"
2025
Author response for "Establishing baselines for generative discovery of inorganic crystals"
2025· 1 cited
page 1 of 4Next →

Frequent Co-authors

Christopher J. Bartel(21), Gerbrand Ceder(20), Yan Zeng(13), Haegyeom Kim(8), S. V. Khare(8), Daniel Gall(8), Bin Ouyang(6), David Milsted(5), Indiras Khatri(5), Jianming Bai(5), Lauren N. Walters(5), Young‐Woon Byeon(5), Bernardus Rendy(4), Rishi E. Kumar(4), Matthew J. McDermott(4), Anubhav Jain(4), V. Adhikari(4), Zijian Cai(4), Markus Reischl(4), Shilong Wang(4)