Sebastian Ament

According to our database, Sebastian Ament authored at least 22 papers between 2016 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers.

P. Rodriguez-Fernandez, N. T. Howard, A. Saltzman, S. Kantamneni, J. Candy, C. Holland, Maximilian Balandat, Sebastian Ament, A. E. White

CoRR, 2023

Sustainable Concrete via Bayesian Optimization.

Sebastian Ament, Andrew Witte, Nishant Garg, Julius Kusuma

CoRR, 2023

Probabilistic Phase Labeling and Lattice Refinement for Autonomous Material Research.

Ming-Chiang Chang, Sebastian Ament, Maximilian Amsler, Duncan R. Sutherland, Lan Zhou, John M. Gregoire, Carla P. Gomes, R. Bruce van Dover, Michael O. Thompson

CoRR, 2023

Unexpected Improvements to Expected Improvement for Bayesian Optimization.

Sebastian Ament, Samuel Daulton, David Eriksson, Maximilian Balandat, Eytan Bakshy

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings.

Aryan Deshwal, Sebastian Ament, Maximilian Balandat, Eytan Bakshy, Janardhan Rao Doppa, David Eriksson

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Efficient projection algorithms onto the weighted <i>ℓ</i>₁ ball.

Guillaume Perez, Sebastian Ament, Carla P. Gomes, Michel Barlaud

Artif. Intell., 2022

Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation.

Sebastian E. Ament, Carla P. Gomes

Proceedings of the International Conference on Machine Learning, 2022

Generalized Matching Pursuits for the Sparse Optimization of Separable Objectives.

Sebastian Ament, Carla P. Gomes

Proceedings of the IEEE International Conference on Acoustics, 2022

The Fast Kernel Transform.

John Paul Ryan, Sebastian E. Ament, Carla P. Gomes, Anil Damle

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

Automating crystal-structure phase mapping by combining deep learning with constraint reasoning.

Di Chen, Yiwei Bai, Sebastian Ament, Wenting Zhao, Dan Guevarra, Lan Zhou, Bart Selman, R. Bruce van Dover, John M. Gregoire, Carla P. Gomes

Nat. Mach. Intell., 2021

Constrained Machine Learning: The Bagel Framework.

Guillaume Perez, Sebastian Ament, Carla P. Gomes, Arnaud Lallouet

CoRR, 2021

Automating Crystal-Structure Phase Mapping: Combining Deep Learning with Constraint Reasoning.

Di Chen, Yiwei Bai, Sebastian Ament, Wenting Zhao, Dan Guevarra, Lan Zhou, Bart Selman, R. Bruce van Dover, John M. Gregoire, Carla P. Gomes

CoRR, 2021

Autonomous synthesis of metastable materials.

Sebastian Ament, Maximilian Amsler, Duncan R. Sutherland, Ming-Chiang Chang, Dan Guevarra, Aine B. Connolly, John M. Gregoire, Michael O. Thompson, Carla P. Gomes, R. Bruce van Dover

CoRR, 2021

Sparse Bayesian Learning via Stepwise Regression.

Sebastian E. Ament, Carla P. Gomes

Proceedings of the 38th International Conference on Machine Learning, 2021

On the Optimality of Backward Regression: Sparse Recovery and Subset Selection.

Sebastian Ament, Carla P. Gomes

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Efficient Projection Algorithms onto the Weighted l1 Ball.

Guillaume Perez, Sebastian Ament, Carla P. Gomes, Michel Barlaud

CoRR, 2020

Deep Reasoning Networks for Unsupervised Pattern De-mixing with Constraint Reasoning.

Di Chen, Yiwei Bai, Wenting Zhao, Sebastian Ament, John M. Gregoire, Carla P. Gomes

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Deep Reasoning Networks: Thinking Fast and Slow.

Di Chen, Yiwei Bai, Wenting Zhao, Sebastian Ament, John M. Gregoire, Carla P. Gomes

CoRR, 2019

Exponentially-Modified Gaussian Mixture Model: Applications in Spectroscopy.

Sebastian Ament, John M. Gregoire, Carla P. Gomes

CoRR, 2019

2018

Accurate and efficient numerical calculation of stable densities via optimized quadrature and asymptotics.

Sebastian Ament, Michael O'Neil

Stat. Comput., 2018

An Efficient Relaxed Projection Method for Constrained Non-negative Matrix Factorization with Application to the Phase-Mapping Problem in Materials Science.

Junwen Bai, Sebastian Ament, Guillaume Perez, John M. Gregoire, Carla P. Gomes

Proceedings of the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, 2018

2016

A practical guide to solving the stochastic Landau-Lifshitz-Gilbert-Slonczewski equation for macrospin dynamics.

Sebastian Ament, Nikhil Rangarajan, Shaloo Rakheja

CoRR, 2016