papers

Publications (7)

cs.LG2025

Stiefel Flow Matching for Moment-Constrained Structure Elucidation

Austin Cheng, Alston Lo, Kin Long Kelvin Lee +2

Molecular structure elucidation is a fundamental step in understanding chemical phenomena, with applications in identifying molecules in natural products, lab syntheses, forensic s…

cs.LG2023

Reflection-Equivariant Diffusion for 3D Structure Determination from Isotopologue Rotational Spectra in Natural Abundance

Austin Cheng, Alston Lo, Santiago Miret +2

Structure determination is necessary to identify unknown organic molecules, such as those in natural products, forensic samples, the interstellar medium, and laboratory syntheses.…

cond-mat.mes-hall2019

Guiding Dirac fermions in graphene with a carbon nanotube

Austin Cheng, Takashi Taniguchi, Kenji Watanabe +2

Relativistic massless charged particles in a two-dimensional conductor can be guided by a one-dimensional electrostatic potential, in an analogous manner to light guided by an opti…

cs.LG2024

Spiers Memorial Lecture: How to do impactful research in artificial intelligence for chemistry and materials science

Austin Cheng, Cher Tian Ser, Marta Skreta +8

Machine learning has been pervasively touching many fields of science. Chemistry and materials science are no exception. While machine learning has been making a great impact, it i…

cond-mat.mes-hall2021

Coulomb Drag between a Carbon Nanotube and Monolayer Graphene

Laurel E. Anderson, Austin Cheng, Takashi Taniguchi +2

We have measured Coulomb drag between an individual single-walled carbon nanotube (SWNT) as a one-dimensional (1D) conductor and the two-dimensional (2D) conductor monolayer graphe…

cond-mat.mes-hall2017

Coulomb drag between carbon nanotube and graphene

Jean-Damien Pillet, Austin Cheng, Takashi Taniguchi +2

We report the observation of Coulomb drag between a two-dimensional (2D) electron gas in graphene and a one-dimensional (1D) wire composed of a carbon nanotube. We find that drag o…