Optimizing High- Throughput Capabilities by Leveraging Reinforcement Learning Methods with the Bluesky Suite. - Daniel Olds; Daniel B. Allan; Thomas A. Caswell; Joshua K. Lynch; Phillip M. Maffettone; Stuart I. Campbell (XLOOP@SC, 2021)

Constrained non-negative matrix factorization enabling real-time insights of in situ and high-throughput experiments. - Phillip M. Maffettone; Aidan C. Daly; Daniel Olds (CoRR, 2021)

Gaming the beamlines - employing reinforcement learning to maximize scientific outcomes at large-scale user facilities. - Phillip M. Maffettone; Joshua K. Lynch; Thomas A. Caswell; Clara E. Cook; Stuart I. Campbell; Daniel Olds (Mach. Learn. Sci. Technol., 2021)

Crystallography companion agent for high-throughput materials discovery. - Phillip M. Maffettone; Lars Banko; Peng Cui; Yury Lysogorskiy; Marc A. Little; Daniel Olds; Alfred Ludwig; Andrew I. Cooper (Nat. Comput. Sci., 2021)

Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders. - Samuel Stanton; Wesley J. Maddox; Nate Gruver; Phillip M. Maffettone; Emily Delaney; Peyton Greenside; Andrew Gordon Wilson (ICML, 2022)

Machine learning enabling high-throughput and remote operations at large-scale user facilities. - Tatiana Konstantinova; Phillip M. Maffettone; Bruce Ravel; Stuart I. Campbell; Andi M. Barbour; Daniel Olds (CoRR, 2022)

Self-driving Multimodal Studies at User Facilities. - 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; et al. (CoRR, 2023)

Inverse Protein Folding Using Deep Bayesian Optimization. - Natalie Maus; Yimeng Zeng; Daniel Allen Anderson; Phillip M. Maffettone; Aaron Solomon; Peyton Greenside; Osbert Bastani; Jacob R. Gardner (CoRR, 2023)

Facile Integration of Robots into Experimental Orchestration at Scientific User Facilities. - Chandima Fernando; Daniel Olds; Stuart I. Campbell; Phillip M. Maffettone (ICRA, 2024)