output
20192024
most citedEnd-to-End Differentiable Molecular Mechanics Force Field Construction

102 citations

8 papers

cs.SI2024★ 3 cited

Prestige bias drives the viral spread of content reposted by influencers in online communities

Takuro Niitsuma, Mitsuo Yoshida, Hideaki Tamori +1

Cultural evolution theory suggests that prestige bias - whereby individuals preferentially learn from prestigious figures - has played a key role in human ecological success. Howev…

physics.chem-ph2024★ 33 cited

On the design space between molecular mechanics and machine learning force fields

Yuanqing Wang, Kenichiro Takaba, Michael S. Chen +14

A force field as accurate as quantum mechanics (QM) and as fast as molecular mechanics (MM), with which one can simulate a biomolecular system efficiently enough and meaningfully e…

physics.chem-ph2023★ 48 cited

Machine-learned molecular mechanics force field for the simulation of protein-ligand systems and beyond

Kenichiro Takaba, Iván Pulido, Pavan Kumar Behara +11

The development of reliable and extensible molecular mechanics (MM) force fields -- fast, empirical models characterizing the potential energy surface of molecular systems -- is in…

cs.LG2023★ 26 cited

EspalomaCharge: Machine learning-enabled ultra-fast partial charge assignment

Yuanqing Wang, Iván Pulido, Kenichiro Takaba +4

Atomic partial charges are crucial parameters in molecular dynamics (MD) simulation, dictating the electrostatic contributions to intermolecular energies, and thereby the potential…

cond-mat.mtrl-sci2022★ 22 cited

Molecular Beam Homoepitaxy of N-polar AlN on bulk AlN substrates

Jashan Singhal, Jimy Encomendero, Yongjin Cho +6

N-polar AlN epilayers were grown on the N-face of single crystal bulk AlN substrates by plasma assisted molecular beam epitaxy (PA-MBE). A combination of in situ thermal deoxidatio…

physics.comp-ph2020★ 102 cited

End-to-End Differentiable Molecular Mechanics Force Field Construction

Yuanqing Wang, Josh Fass, Benjamin Kaminow +6

Molecular mechanics (MM) potentials have long been a workhorse of computational chemistry. Leveraging accuracy and speed, these functional forms find use in a wide variety of appli…