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2
A quantitative uncertainty metric controls error in neural network-driven chemical discovery
Machine learning (ML) models, such as artificial neural networks, have emerged as a complement to high-throughput screening, enabling …
Jon Paul Janet
,
Chenru Duan
,
Tzuhsiung Yang
,
Aditya Nandy
,
Heather J. Kulik
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DOI
ChemRxiv
Anthracene as a Launchpad for a Phosphinidene Sulfide and for Generation of a Phosphorus–Sulfur Material Having the Composition P2S, a Vulcanized Red Phosphorus That Is Yellow
Thermolysis of a pair of dibenzo-7-phosphanorbornadiene compounds is shown to lead to differing behaviors: phosphinidene sulfide …
Wesley J. Transue
,
Matthew Nava
,
Maxwell W. Terban
,
Jing Yang
,
Matthew W. Greenberg
,
Gang Wu
,
Elizabeth S. Foreman
,
Chantal L. Mustoe
,
Pierre Kennepohl
,
Jonathan S. Owen
,
Simon J. L. Billinge
,
Heather J. Kulik
,
Christopher C. Cummins
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DOI
Bridging the Homogeneous-Heterogeneous Divide: Modeling Spin for Reactivity in Single Atom Catalysis
Single atom catalysts (SACs) are emergent catalytic materials that have the promise of merging the scalability of heterogeneous …
Fang Liu
,
Tzuhsiung Yang
,
Jing Yang
,
Eve Xu
,
Akash Bajaj
,
Heather J. Kulik
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DOI
Coding solvation: challenges and opportunities
Luca Frediani
,
Oliviero Andreussi
,
Heather J. Kulik
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DOI
Exploiting graphical processing units to enable quantum chemistry calculation of large solvated molecules with conductor-like polarizable continuum models
The conductor-like polarizable continuum model (C-PCM) with switching/Gaussian smooth discretization is a widely used implicit …
Fang Liu
,
David M. Sanchez
,
Heather J. Kulik
,
Todd J. Martínez
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DOI
Protection of tissue physicochemical properties using polyfunctional crosslinkers
Understanding complex biological systems requires the system-wide characterization of both molecular and cellular features. Existing …
Young-Gyun Park
,
Chang Ho Sohn
,
Ritchie Chen
,
Margaret McCue
,
Dae Hee Yun
,
Gabrielle T. Drummond
,
Taeyun Ku
,
Nicholas B. Evans
,
Hayeon Caitlyn Oak
,
Wendy Trieu
,
Heejin Choi
,
Xin Jin
,
Varoth Lilascharoen
,
Ji Wang
,
Matthias C. Truttmann
,
Helena W. Qi
,
Hidde L. Ploegh
,
Todd R. Golub
,
Shih-Chi Chen
,
Matthew P. Frosch
,
Heather J. Kulik
,
Byung Kook Lim
,
Kwanghun Chung
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DOI
Revealing quantum mechanical effects in enzyme catalysis with large-scale electronic structure simulation
Enzymes have evolved to facilitate challenging reactions at ambient conditions with specificity seldom matched by other catalysts. …
Zhongyue Yang
,
Rimsha Mehmood
,
Mengyi Wang
,
Helena W. Qi
,
Adam H. Steeves
,
Heather J. Kulik
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DOI
ChemRxiv
Electronic Structure Origins of Surface-Dependent Growth in III–V Quantum Dots
Indium phosphide quantum dots (QDs) have emerged as a promising candidate to replace more toxic II–VI CdSe QDs, but production of …
Qing Zhao
,
Heather J. Kulik
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DOI
ChemRxiv
Strategies and Software for Machine Learning Accelerated Discovery in Transition Metal Chemistry
Machine learning the electronic structure of open shell transition metal complexes presents unique challenges, including robust and …
Aditya Nandy
,
Chenru Duan
,
Jon Paul Janet
,
Stefan Gugler
,
Heather J. Kulik
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DOI
ChemRxiv
When Is Ligand pKa a Good Descriptor for Catalyst Energetics? In Search of Optimal CO2 Hydration Catalysts
We present a detailed study of nearly 70 Zn molecular catalysts for CO
2
hydration from four diverse ligand classes ranging from …
Jeong Yun Kim
,
Heather J. Kulik
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DOI
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