Christopher Collins
Christopher Collins
Verified email at cmu.edu - Homepage
Title
Cited by
Cited by
Year
Constant size descriptors for accurate machine learning models of molecular properties
CR Collins, GJ Gordon, OA von Lilienfeld, DJ Yaron
The Journal of Chemical Physics 148 (24), 241718, 2018
802018
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly.
K Kandasamy, KR Vysyaraju, W Neiswanger, B Paria, CR Collins, ...
J. Mach. Learn. Res. 21 (81), 1-27, 2020
712020
A density functional tight binding layer for deep learning of chemical Hamiltonians
H Li, C Collins, M Tanha, GJ Gordon, DJ Yaron
Journal of chemical theory and computation 14 (11), 5764-5776, 2018
492018
Tuning Thiophene with Phosphorus: Synthesis and Electronic Properties of Benzobisthiaphospholes
Y Qiu, JC Worch, DN Chirdon, A Kaur, AB Maurer, S Amsterdam, ...
Chemistry–A European Journal 20 (25), 7746-7751, 2014
372014
Tuning the molecular weight distribution from atom transfer radical polymerization using deep reinforcement learning
H Li, CR Collins, TG Ribelli, K Matyjaszewski, GJ Gordon, T Kowalewski, ...
Molecular Systems Design & Engineering 3 (3), 496-508, 2018
292018
Constant size molecular descriptors for use with machine learning
CR Collins, GJ Gordon, OA von Lilienfeld, DJ Yaron
arXiv preprint arXiv:1701.06649, 2017
192017
Effect of Extended Conjugation on the Optoelectronic Properties of Benzo [1, 2-d: 4, 5-d′] bisoxazole Polymers
BC Tlach, AL Tomlinson, KD Morgan, CR Collins, MD Zenner, ...
Australian Journal of Chemistry 67 (5), 711-721, 2014
132014
Deep learning of quantum chemical Hamiltonians
D Yaron, H Li, C Collins
ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY 257, 2019
2019
Predicting properties of organic materials with models that blend informatics with quantum chemistry
D Yaron, H Li, C Collins
ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY 253, 2017
2017
Developing coarse-grained site models for excited electronic states of conjugated polymers
CR Collins, DJ Yaron
Physical Chemistry of Interfaces and Nanomaterials XIV 9549, 95491I, 2015
2015
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Articles 1–10