activity
20172019
most citedANI-1: A data set of 20M off-equilibrium DFT calculations for organic molecules

341 citations · 374 across the 2 of their papers we have counts for

collaborators

5 papers

cond-mat.stat-mech201933 cited

The Generalized Boltzmann Distribution is the Only Distribution in Which the Gibbs-Shannon Entropy Equals the Thermodynamic Entropy

Xiang Gao, Emilio Gallicchio, Adrian E. Roitberg

We show that the generalized Boltzmann distribution is the only distribution for which the Gibbs-Shannon entropy equals the thermodynamic entropy. This result means that the thermo…

physics.chem-ph2018

Multidimensional Replica Exchange simulations for Efficient constant pH and Redox Potential Molecular Dynamics

Vinícius Wilian D. Cruzeiro, Adrian E. Roitberg

Efficient computational methods that are capable of supporting experimental measures obtained at constant values of pH and redox potential are important tools as they serve to, amo…

physics.chem-ph2018

Transferable Molecular Charge Assignment Using Deep Neural Networks

Ben Nebgen, Nick Lubbers, Justin S. Smith +6

We use HIP-NN, a neural network architecture that excels at predicting molecular energies, to predict atomic charges. The charge predictions are accurate over a wide range of molec…

physics.chem-ph2018

Redox potential replica exchange molecular dynamics at constant pH in AMBER: Implementation and validation

Vinicius Wilian D. Cruzeiro, Marcos S. Amaral, Adrian E. Roitberg

Redox processes are important in chemistry, with applications in biomedicine, chemical analysis, among others. As many redox experiments are also performed at a fixed value of pH,…

physics.chem-ph2017341 cited

ANI-1: A data set of 20M off-equilibrium DFT calculations for organic molecules

Justin S. Smith, Olexandr Isayev, Adrian E. Roitberg

One of the grand challenges in modern theoretical chemistry is designing and implementing approximations that expedite ab initio methods without loss of accuracy. Machine learning…