Kristofer Reyes

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	All	Since 2019
Citations	1554	1386
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Milad AbolhasaniALCOA Professor and University Faculty Scholar at NC State UniversityVerified email at ncsu.edu
Keith A. BrownAssociate Professor, Boston UniversityVerified email at bu.edu
Robert EppsNational Renewable Energy LaboratoryVerified email at nrel.gov
Aldair E. GongoraStaff ScientistVerified email at llnl.gov
Elise Feng-i MorganMaysarah K Sukkar Professor of Engineering Design and InnovationVerified email at bu.edu
Patrick RileyRelay TherapeuticsVerified email at relaytx.com
Fazel BateniSenior Scientist, Data-Rich Experimentation, Merck & Co., Inc.Verified email at merck.com
Warrren B PowellPrinceton UniversityVerified email at princeton.edu
Benji MaruyamaAir Force Research LaboratoryVerified email at us.af.mil
Simon J. L. BillingeColumbia University and Brookhaven National LaboratoryVerified email at columbia.edu
Stefano SanguinettiProfessor of Condensed Matter Phsyics, Materials Science Department, University of Milano BicoccaVerified email at unimib.it
Sergio BiettiPh.D., Dipartimento di Scienza dei Materiali, Università di Milano-BicoccaVerified email at unimib.it
Suyong HanPostdoctoral Associate, Massachusetts Institute of TechnologyVerified email at mit.edu
Kelsey L. SnappMechanical Engineer, Devcom Soldier CenterVerified email at army.mil
Sylvia SmullinFigured Eight Consulting LLCVerified email at x.team
Emily WhitingAssociate Professor, Boston UniversityVerified email at bu.edu
Felix N. CastellanoGoodnight Innovation Distinguished Chair, Professor of Chemistry, North Carolina State UniversityVerified email at ncsu.edu
Aram AmassianProfessor of Materials Science and Engineering, North Carolina State UniversityVerified email at ncsu.edu
Valentin StanevUniversity of Maryland, College ParkVerified email at umd.edu
Apurva MehtaSLAC national Accelerator LabVerified email at slac.stanford.edu

Kristofer Reyes

Materials Design and Innovation, University at Buffalo

Verified email at buffalo.edu - Homepage

Machine Learning for Materials Science


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Artificial chemist: an autonomous quantum dot synthesis bot RW Epps, MS Bowen, AA Volk, K Abdel‐Latif, S Han, KG Reyes, ... Advanced Materials 32 (30), 2001626, 2020	273	2020
Autonomous experimentation systems for materials development: A community perspective E Stach, B DeCost, AG Kusne, J Hattrick-Simpers, KA Brown, KG Reyes, ... Matter 4 (9), 2702-2726, 2021	224*	2021
A Bayesian experimental autonomous researcher for mechanical design AE Gongora, B Xu, W Perry, C Okoye, P Riley, KG Reyes, EF Morgan, ... Science advances 6 (15), eaaz1708, 2020	220	2020
Unified model of droplet epitaxy for compound semiconductor nanostructures: experiments and theory K Reyes, P Smereka, D Nothern, JM Millunchick, S Bietti, C Somaschini, ... Physical Review B—Condensed Matter and Materials Physics 87 (16), 165406, 2013	122	2013
Self‐driven multistep quantum dot synthesis enabled by autonomous robotic experimentation in flow K Abdel-Latif, RW Epps, F Bateni, S Han, KG Reyes, M Abolhasani Advanced Intelligent Systems 3 (2), 2000245, 2021	85	2021
AlphaFlow: autonomous discovery and optimization of multi-step chemistry using a self-driven fluidic lab guided by reinforcement learning AA Volk, RW Epps, DT Yonemoto, BS Masters, FN Castellano, KG Reyes, ... Nature Communications 14 (1), 1403, 2023	76	2023
The machine learning revolution in materials? KG Reyes, B Maruyama MRS Bulletin 44 (7), 530-537, 2019	75	2019
Prediction of nanoscale friction for two-dimensional materials using a machine learning approach B Sattari Baboukani, Z Ye, K G Reyes, PC Nalam Tribology Letters 68, 1-14, 2020	69	2020
Using simulation to accelerate autonomous experimentation: A case study using mechanics AE Gongora, KL Snapp, E Whiting, P Riley, KG Reyes, EF Morgan, ... Iscience 24 (4), 2021	52*	2021
Accelerated AI development for autonomous materials synthesis in flow RW Epps, AA Volk, KG Reyes, M Abolhasani Chemical science 12 (17), 6025-6036, 2021	50	2021
Optimal learning in experimental design using the knowledge gradient policy with application to characterizing nanoemulsion stability S Chen, KRG Reyes, MK Gupta, MC McAlpine, WB Powell SIAM/ASA Journal on Uncertainty Quantification 3 (1), 320-345, 2015	43	2015
Nested-batch-mode learning and stochastic optimization with an application to sequential multistage testing in materials science Y Wang, KG Reyes, KA Brown, CA Mirkin, WB Powell SIAM Journal on Scientific Computing 37 (3), B361-B381, 2015	40	2015
Mechanisms of ring and island formation in lattice mismatched droplet epitaxy M DeJarld, K Reyes, P Smereka, JM Millunchick Applied Physics Letters 102 (13), 2013	27	2013
Autonomous nanocrystal doping by self‐driving fluidic micro‐processors F Bateni, RW Epps, K Antami, R Dargis, JA Bennett, KG Reyes, ... Advanced Intelligent Systems 4 (5), 2200017, 2022	25	2022
Optimization of a novel biophysical model using large scale in vivo antisense hybridization data displays improved prediction capabilities of structurally accessible RNA regions J Vazquez-Anderson, MK Mihailovic, KC Baldridge, KG Reyes, K Haning, ... Nucleic acids research 45 (9), 5523-5538, 2017	21	2017
Ordered arrays of embedded Ga nanoparticles on patterned silicon substrates M Bollani, S Bietti, C Frigeri, D Chrastina, K Reyes, P Smereka, ... Nanotechnology 25 (20), 205301, 2014	21	2014
Designing lattices for impact protection using transfer learning AE Gongora, KL Snapp, R Pang, TM Tiano, KG Reyes, E Whiting, ... Matter 5 (9), 2829-2846, 2022	19	2022
Engineering Gelation Kinetics in Living Silk Hydrogels by Differential Dynamic Microscopy Microrheology and Machine Learning RL Martineau, AV Bayles, CS Hung, KG Reyes, ME Helgeson, MK Gupta Advanced Biology 6 (1), 2101070, 2022	16	2022
Exact Gaussian processes for massive datasets via non-stationary sparsity-discovering kernels MM Noack, H Krishnan, MD Risser, KG Reyes Scientific reports 13 (1), 3155, 2023	15	2023
Advanced machine learning decision policies for diameter control of carbon nanotubes R Rao, J Carpena-Núñez, P Nikolaev, MA Susner, KG Reyes, ... npj Computational Materials 7 (1), 157, 2021	14	2021

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