Kristofer Reyes
PhD
Research Topics
AI for science; uncertainty quantification and decision-making under uncertainty; self-driving laboratories; applied and computational mathematics
Selected Publications
- F. Bateni, S. Sadeghi, N. Orouji, J. A. Bennett, V. S. Punati, C. Stark, J. Wang, M. C. Rosko, O. Chen, F. N. Castellano, et al. "Smart Dope: a self-driving fluidic lab for accelerated development of doped perovskite quantum dots." Advanced Energy Materials 14, no. 1 (2024): 2302303.
- M. M. Noack, H. Krishnan, M. D. Risser, and K. G. Reyes. "Exact Gaussian processes for massive datasets via non-stationary sparsity-discovering kernels." Scientific Reports 13, no. 1 (2023): 3155. Nature Publishing Group UK London.
- A. A. Volk, R. W. Epps, D. T. Yonemoto, B. S. Masters, F. N. Castellano, K. G. Reyes, and M. Abolhasani. "AlphaFlow: autonomous discovery and optimization of multi-step chemistry using a self-driven fluidic lab guided by reinforcement learning." Nature Communications 14, no. 1 (2023): 1403. Nature Publishing Group UK London.
- K. G. Reyes, J. Liu, and C. J. D. Vargas. "Decision-making under uncertainty for multi-stage pipelines: simulation studies to benchmark screening strategies." JOM 74, no. 8 (2022): 2897–2907. Springer US New York.
- E. Stach, B. DeCost, A. G. Kusne, J. Hattrick-Simpers, K. A. Brown, K. G. Reyes, J. Schrier, S. Billinge, T. Buonassisi, I. Foster, et al. "Autonomous experimentation systems for materials development: A community perspective." Matter 4, no. 9 (2021): 2702–2726. Elsevier.
- S. Baek and K. G. Reyes. "Problem-fluent models for complex decision-making in autonomous materials research." Computational Materials Science 193 (2021): 110385. Elsevier.
- A. E. Gongora, B. Xu, W. Perry, C. Okoye, P. Riley, K. G. Reyes, E. F. Morgan, and K. A. Brown. "A Bayesian experimental autonomous researcher for mechanical design." Science Advances 6, no. 15 (2020): eaaz1708. American Association for the Advancement of Science.
- R. W. Epps, M. S. Bowen, A. A. Volk, K. Abdel-Latif, S. Han, K. G. Reyes, A. Amassian, and M. Abolhasani. "Artificial chemist: an autonomous quantum dot synthesis bot." Advanced Materials 32, no. 30 (2020): 2001626.
- S. Chen, K. G. Reyes, M. K. Gupta, M. C. McAlpine, and W. B. Powell. "Optimal learning in experimental design using the knowledge gradient policy with application to characterizing nanoemulsion stability." SIAM/ASA Journal on Uncertainty Quantification 3, no. 1 (2015): 320–345. Society for Industrial and Applied Mathematics.
- K. Reyes, P. Smereka, D. Nothern, J. M. Millunchick, S. Bietti, C. Somaschini, S. Sanguinetti, and C. Frigeri. "Unified model of droplet epitaxy for compound semiconductor nanostructures: experiments and theory." Physical Review B 87, no. 16 (2013): 165406. American Physical Society.
- K. Reyes. "Fast Kinetic Monte Carlo Simulations Using Hash Table Based Caching with Applications to Nanowire Growth and Sintering." SIAM Journal on Multiscale Modeling and Simulation 12, no. 1 (2014): 200–224. Society for Industrial and Applied Mathematics.