BW
Brandon M. Wood
cs.LGcond-mat.mtrl-sciphysics.chem-phphysics.comp-phcs.AIcs.CEstat.MLanaerobic digestionconformational entropycorn ethanol fermentation
On Valency
published · living versionsW_qspcx4nn·v2 · currentpublished
Quantum-accurate atomistic modeling of enzyme catalysis using a machine learned potential
with Meng Gao, Armin Shayesteh Zadeh, Aniruddha Seal, Siva Dasetty +8
2 versions
Preprints & journals
27 papers in the corpus · 2013–2026Quantum-accurate atomistic modeling of enzyme catalysis using a machine learned potential2609.09293v2 · Meng Gao, Armin Shayesteh Zadeh, Aniruddha Seal et al.2026 · 0 citationsarXivon Valency
The Open Materials 2024 (OMat24) inorganic materials dataset and models.42230827 · Barros-Luque, Luis, Shuaibi, Muhammed, Fu, Xiang et al.2026 · 21 citationsNature computational science. 2026;6(6):642-652
A recipe for scalable attention-based MLIPs: unlocking long-range accuracy with all-to-all node attention2603.06567v1 · Eric Qu, Brandon M. Wood, Aditi S. Krishnapriyan et al.2026 · 3 citationsarXiv
Open Molecular Crystals 2025 (OMC25) dataset and models.41639080 · Gharakhanyan, Vahe, Barroso-Luque, Luis, Yang, Yi et al.2026 · 20 citationsScientific data. 2026;13(1)
The Open Polymers 2026 (OPoly26) Dataset and Evaluations2512.23117v2 · Daniel S. Levine, Nicholas Liesen, Lauren Chua et al.2025 · 2 citationsarXiv
FastCSP: Accelerated Molecular Crystal Structure Prediction with Universal Model for Atoms2508.02641v2 · Vahe Gharakhanyan, Yi Yang, Luis Barroso-Luque et al.2025 · 3 citationsarXiv
UMA: A Family of Universal Models for Atoms2506.23971v2 · Brandon M. Wood, Misko Dzamba, Xiang Fu et al.2025 · 86 citationsarXiv
The Open Molecules 2025 (OMol25) Dataset, Evaluations, and Models2505.08762v2 · Daniel S. Levine, Muhammed Shuaibi, Evan Walter Clark Spotte-Smith et al.2025 · 80 citationsarXiv
Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching2504.11713v3 · Aaron Havens, Benjamin Kurt Miller, Bing Yan et al.2025 · 1 citationarXiv
Learning Smooth and Expressive Interatomic Potentials for Physical Property Prediction2502.12147v2 · Xiang Fu, Brandon M. Wood, Luis Barroso-Luque et al.2025 · 33 citationsarXiv
FlowLLM: Flow Matching for Material Generation with Large Language Models as Base Distributions2410.23405v1 · Anuroop Sriram, Benjamin Kurt Miller, Ricky T. Q. Chen et al.2024 · 15 citationsNeurIPS 2024
Open Materials 2024 (OMat24) Inorganic Materials Dataset and Models2410.12771v2 · Luis Barroso-Luque, Muhammed Shuaibi, Xiang Fu et al.2024 · 97 citationsarXiv
From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction2310.16802v2 · Nima Shoghi, Adeesh Kolluru, John R. Kitchin et al.2023 · 23 citationsarXiv
AdsorbML: A Leap in Efficiency for Adsorption Energy Calculations using Generalizable Machine Learning Potentials2211.16486v3 · Janice Lan, Aini Palizhati, Muhammed Shuaibi et al.2022 · 123 citationsarXiv
Spherical Channels for Modeling Atomic Interactions2206.14331v2 · C. Lawrence Zitnick, Abhishek Das, Adeesh Kolluru et al.2022 · 35 citationsarXiv
The Open Catalyst 2022 (OC22) Dataset and Challenges for Oxide Electrocatalysts2206.08917v3 · Richard Tran, Janice Lan, Muhammed Shuaibi et al.2022 · 327 citationsarXiv
Open Challenges in Developing Generalizable Large Scale Machine Learning Models for Catalyst Discovery2206.02005v2 · Adeesh Kolluru, Muhammed Shuaibi, Aini Palizhati et al.2022 · 73 citationsarXiv
Towards Training Billion Parameter Graph Neural Networks for Atomic Simulations2203.09697v1 · Anuroop Sriram, Abhishek Das, Brandon M. Wood et al.2022 · 10 citationsarXiv
Quantum chemical calculations of lithium-ion battery electrolyte and interphase species.34354089 · Spotte-Smith, Evan Walter Clark, Blau, Samuel M, Xie, Xiaowei et al.2023 · 64 citationsScientific data. 2021;8(1):203
The Open Catalyst 2020 (OC20) Dataset and Community Challenges2010.09990v5 · Lowik Chanussot, Abhishek Das, Siddharth Goyal et al.2020 · 770 citationsarXiv
An Introduction to Electrocatalyst Design using Machine Learning for Renewable Energy Storage2010.09435v1 · C. Lawrence Zitnick, Lowik Chanussot, Abhishek Das et al.2020 · 49 citationsarXiv
Accurate, Automated Density Functional Theory for Complex Molecules Using On-the-fly Error Correction10.26434/chemrxiv.13076030.v1 · Samuel Blau, Evan Walter Clark Spotte-Smith, Brandon Wood et al.2020 · 11 citationsChemRxiv
Conformational Entropy as a Means to Control the Behavior of Poly(diketoenamine) Vitrimers In and Out of Equilibrium.31614053 · He, Changfei, Christensen, Peter R, Seguin, Trevor J et al.2020 · 100 citationsAngewandte Chemie (International ed. in English). 2020;59(2):735-739
Ion Transport and the True Transference Number in Nonaqueous Polyelectrolyte Solutions for Lithium Ion Batteries.31403073 · Fong, Kara D, Self, Julian, Diederichsen, Kyle M et al.2023 · 239 citationsACS central science. 2019;5(7):1250-1260
Elucidating Solvation Structures for Rational Design of Multivalent Electrolytes-A Review.29700688 · Rajput, Nav Nidhi, Seguin, Trevor J, Wood, Brandon M et al.2020 · 100 citationsTopics in current chemistry (Cham). 2018;376(3):19
Phosphorus reclamation through hydrothermal carbonization of animal manures.25111737 · Heilmann, Steven M, Molde, Joseph S, Timler, Jacobe G et al.2014 · 255 citationsEnvironmental science & technology. 2014;48(17):10323-9
Industrial symbiosis: corn ethanol fermentation, hydrothermal carbonization, and anaerobic digestion.23568780 · Wood, Brandon M, Jader, Lindsey R, Schendel, Frederick J et al.2014 · 39 citationsBiotechnology and bioengineering. 2013;110(10):2624-32
Career total: 73 works. 27 are in this corpus.
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