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2020 – today
- 2024
[c3]Chandima Fernando, Daniel Olds, Stuart I. Campbell, Phillip M. Maffettone:
Facile Integration of Robots into Experimental Orchestration at Scientific User Facilities. ICRA 2024: 9578-9584- 2023
- [i5]Phillip M. Maffettone, Daniel B. Allan, Stuart I. Campbell, Matthew R. Carbone
, Thomas A. Caswell, Brian L. DeCost, Dmitri Gavrilov, Marcus D. Hanwell, Howie Joress, Joshua K. Lynch, Bruce Ravel, Stuart B. Wilkins, Jakub Wlodek, Daniel Olds:
Self-driving Multimodal Studies at User Facilities. CoRR abs/2301.09177 (2023) - [i4]Natalie Maus, Yimeng Zeng, Daniel Allen Anderson, Phillip M. Maffettone, Aaron Solomon, Peyton Greenside, Osbert Bastani, Jacob R. Gardner:
Inverse Protein Folding Using Deep Bayesian Optimization. CoRR abs/2305.18089 (2023) - 2022
- [c2]Samuel Stanton, Wesley J. Maddox, Nate Gruver, Phillip M. Maffettone, Emily Delaney, Peyton Greenside, Andrew Gordon Wilson:
Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders. ICML 2022: 20459-20478 - [i3]Tatiana Konstantinova, Phillip M. Maffettone, Bruce Ravel, Stuart I. Campbell, Andi M. Barbour, Daniel Olds:
Machine learning enabling high-throughput and remote operations at large-scale user facilities. CoRR abs/2201.03550 (2022) - [i2]Samuel Stanton, Wesley J. Maddox, Nate Gruver, Phillip M. Maffettone, Emily Delaney, Peyton Greenside, Andrew Gordon Wilson:
Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders. CoRR abs/2203.12742 (2022) - 2021
- [j2]Phillip M. Maffettone, Joshua K. Lynch, Thomas A. Caswell, Clara E. Cook, Stuart I. Campbell, Daniel Olds:
Gaming the beamlines - employing reinforcement learning to maximize scientific outcomes at large-scale user facilities. Mach. Learn. Sci. Technol. 2(2): 25025 (2021) - [j1]Phillip M. Maffettone, Lars Banko, Peng Cui, Yury Lysogorskiy, Marc A. Little, Daniel Olds, Alfred Ludwig, Andrew I. Cooper:
Crystallography companion agent for high-throughput materials discovery. Nat. Comput. Sci. 1(4): 290-297 (2021) - [c1]Daniel Olds, Daniel B. Allan, Thomas A. Caswell, Joshua K. Lynch, Phillip M. Maffettone, Stuart I. Campbell:
Optimizing High- Throughput Capabilities by Leveraging Reinforcement Learning Methods with the Bluesky Suite. XLOOP@SC 2021: 36-42 - [i1]Phillip M. Maffettone, Aidan C. Daly, Daniel Olds:
Constrained non-negative matrix factorization enabling real-time insights of in situ and high-throughput experiments. CoRR abs/2104.00864 (2021)
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