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Page 1
Prediction Errors of Molecular Machine Learning Models Lower than Hybrid DFT Error.
Faber FA, Hutchison L, Huang B, Gilmer J, Schoenholz SS, Dahl GE, Vinyals O, Kearnes S, Riley PF, von Lilienfeld OA. Faber FA, et al. Among authors: schoenholz ss. J Chem Theory Comput. 2017 Nov 14;13(11):5255-5264. doi: 10.1021/acs.jctc.7b00577. Epub 2017 Oct 10. J Chem Theory Comput. 2017. PMID: 28926232
Scaling deep learning for materials discovery.
Merchant A, Batzner S, Schoenholz SS, Aykol M, Cheon G, Cubuk ED. Merchant A, et al. Among authors: schoenholz ss. Nature. 2023 Dec;624(7990):80-85. doi: 10.1038/s41586-023-06735-9. Epub 2023 Nov 29. Nature. 2023. PMID: 38030720 Free PMC article.
Machine learning determination of atomic dynamics at grain boundaries.
Sharp TA, Thomas SL, Cubuk ED, Schoenholz SS, Srolovitz DJ, Liu AJ. Sharp TA, et al. Among authors: schoenholz ss. Proc Natl Acad Sci U S A. 2018 Oct 23;115(43):10943-10947. doi: 10.1073/pnas.1807176115. Epub 2018 Oct 9. Proc Natl Acad Sci U S A. 2018. PMID: 30301794 Free PMC article.
Phonons in two-dimensional soft colloidal crystals.
Chen K, Still T, Schoenholz S, Aptowicz KB, Schindler M, Maggs AC, Liu AJ, Yodh AG. Chen K, et al. Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Aug;88(2):022315. doi: 10.1103/PhysRevE.88.022315. Epub 2013 Aug 26. Phys Rev E Stat Nonlin Soft Matter Phys. 2013. PMID: 24032840
Strain fluctuations and elastic moduli in disordered solids.
Sussman DM, Schoenholz SS, Xu Y, Still T, Yodh AG, Liu AJ. Sussman DM, et al. Among authors: schoenholz ss. Phys Rev E Stat Nonlin Soft Matter Phys. 2015 Aug;92(2):022307. doi: 10.1103/PhysRevE.92.022307. Epub 2015 Aug 20. Phys Rev E Stat Nonlin Soft Matter Phys. 2015. PMID: 26382406
Structural Properties of Defects in Glassy Liquids.
Cubuk ED, Schoenholz SS, Kaxiras E, Liu AJ. Cubuk ED, et al. Among authors: schoenholz ss. J Phys Chem B. 2016 Jul 7;120(26):6139-46. doi: 10.1021/acs.jpcb.6b02144. Epub 2016 May 2. J Phys Chem B. 2016. PMID: 27092716
16 results