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Sebastian Ament
Sebastian Ament
Research Scientist, Meta
Verified email at meta.com - Homepage
Title
Cited by
Cited by
Year
Autonomous materials synthesis via hierarchical active learning of nonequilibrium phase diagrams
S Ament, M Amsler, DR Sutherland, MC Chang, D Guevarra, AB Connolly, ...
Science Advances 7 (51), eabg4930, 2021
642021
Automating crystal-structure phase mapping by combining deep learning with constraint reasoning
D Chen, Y Bai, S Ament, W Zhao, D Guevarra, L Zhou, B Selman, ...
Nature Machine Intelligence 3 (9), 812-822, 2021
622021
Unexpected improvements to expected improvement for bayesian optimization
S Ament, S Daulton, D Eriksson, M Balandat, E Bakshy
Advances in Neural Information Processing Systems 36, 20577-20612, 2023
412023
CRYSTAL: a multi-agent AI system for automated mapping of materials' crystal structures
CP Gomes, J Bai, Y Xue, J Björck, B Rappazzo, S Ament, R Bernstein, ...
MRS Communications 9 (2), 600-608, 2019
342019
Deep reasoning networks for unsupervised pattern de-mixing with constraint reasoning
D Chen, Y Bai, W Zhao, S Ament, J Gregoire, C Gomes
International Conference on Machine Learning, 1500-1509, 2020
332020
Accurate and efficient numerical calculation of stable densities via optimized quadrature and asymptotics
S Ament, M O’Neil
Statistics and Computing 28, 171-185, 2018
292018
Multi-component background learning automates signal detection for spectroscopic data
SE Ament, HS Stein, D Guevarra, L Zhou, JA Haber, DA Boyd, ...
npj Computational Materials 5 (1), 77, 2019
272019
Solving the stochastic Landau-Lifshitz-Gilbert-Slonczewski equation for monodomain nanomagnets: A survey and analysis of numerical techniques
S Ament, N Rangarajan, A Parthasarathy, S Rakheja
arXiv preprint arXiv:1607.04596, 2016
252016
Bayesian optimization over high-dimensional combinatorial spaces via dictionary-based embeddings
A Deshwal, S Ament, M Balandat, E Bakshy, JR Doppa, D Eriksson
International Conference on Artificial Intelligence and Statistics, 7021-7039, 2023
132023
The fast kernel transform
JP Ryan, SE Ament, CP Gomes, A Damle
International Conference on Artificial Intelligence and Statistics, 11669-11690, 2022
122022
Efficient projection algorithms onto the weighted ℓ1 ball
G Perez, S Ament, C Gomes, M Barlaud
Artificial Intelligence 306, 103683, 2022
122022
Scalable first-order bayesian optimization via structured automatic differentiation
SE Ament, CP Gomes
International Conference on Machine Learning, 500-516, 2022
112022
Sparse Bayesian Learning via Stepwise Regression
S Ament, C Gomes
International Conference on Machine Learning 139, 264-274, 2021
112021
On the optimality of backward regression: Sparse recovery and subset selection
S Ament, C Gomes
ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021
112021
Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers
P Rodriguez-Fernandez, NT Howard, A Saltzman, S Kantamneni, ...
Nuclear Fusion 64 (7), 076034, 2024
92024
Exponentially-modified Gaussian mixture model: applications in spectroscopy
S Ament, J Gregoire, C Gomes
arXiv preprint arXiv:1902.05601, 2019
82019
An efficient relaxed projection method for constrained non-negative matrix factorization with application to the phase-mapping problem in materials science
J Bai, S Ament, G Perez, J Gregoire, C Gomes
International Conference on the Integration of Constraint Programming …, 2018
82018
Optical identification of materials transformations in oxide thin films
DR Sutherland, AB Connolly, M Amsler, MC Chang, KR Gann, V Gupta, ...
ACS Combinatorial Science 22 (12), 887-894, 2020
62020
Shufeng Kong, Santosh K Suram, R Bruce van Dover, et al
CP Gomes, J Bai, Y Xue, J Björck, B Rappazzo, S Ament, R Bernstein
Crystal: a multi-agent ai system for automated mapping of materials’ crystal …, 2019
42019
Sustainable concrete via Bayesian optimization
S Ament, A Witte, N Garg, J Kusuma
arXiv preprint arXiv:2310.18288, 2023
32023
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Articles 1–20