Sebastian Ament

Publication Activity (10 Years)

Years Active: 2016-2023
Publications (10 Years): 25

Top Topics

Constraint Reasoning

Sparse Bayesian Learning

Stepwise Regression

Gaussian Mixture

Top Venues

Publications

P. Rodriguez-Fernandez, N. T. Howard, A. Saltzman, S. Kantamneni, J. Candy, C. Holland, Maximilian Balandat, Sebastian Ament, A. E. White
Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers. CoRR (2023)
Sebastian Ament, Samuel Daulton, David Eriksson, Maximilian Balandat, Eytan Bakshy
Unexpected Improvements to Expected Improvement for Bayesian Optimization. NeurIPS (2023)
Aryan Deshwal, Sebastian Ament, Maximilian Balandat, Eytan Bakshy, Janardhan Rao Doppa, David Eriksson
Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings. AISTATS (2023)
Sebastian Ament, Andrew Witte, Nishant Garg, Julius Kusuma
Sustainable Concrete via Bayesian Optimization. CoRR (2023)
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
Probabilistic Phase Labeling and Lattice Refinement for Autonomous Material Research. CoRR (2023)
Sebastian Ament, Samuel Daulton, David Eriksson, Maximilian Balandat, Eytan Bakshy
Unexpected Improvements to Expected Improvement for Bayesian Optimization. CoRR (2023)
Aryan Deshwal, Sebastian Ament, Maximilian Balandat, Eytan Bakshy, Janardhan Rao Doppa, David Eriksson
Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings. CoRR (2023)
Guillaume Perez, Sebastian Ament, Carla P. Gomes, Michel Barlaud
ball. Artif. Intell. 306 (2022)
Sebastian Ament, Carla P. Gomes
Generalized Matching Pursuits for the Sparse Optimization of Separable Objectives. ICASSP (2022)
Sebastian Ament, Carla P. Gomes
Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation. CoRR (2022)
Sebastian Ament, Carla P. Gomes
Sparse Bayesian Learning via Stepwise Regression. CoRR (2021)
John Paul Ryan, Sebastian Ament, Carla P. Gomes, Anil Damle
The Fast Kernel Transform. CoRR (2021)
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
Autonomous synthesis of metastable materials. CoRR (2021)
Di Chen, Yiwei Bai, Sebastian Ament, Wenting Zhao, Dan Guevarra, Lan Zhou, Bart Selman, R. Bruce van Dover, John M. Gregoire, Carla P. Gomes
Automating crystal-structure phase mapping by combining deep learning with constraint reasoning. Nat. Mach. Intell. 3 (9) (2021)
Sebastian Ament, Carla P. Gomes
On the Optimality of Backward Regression: Sparse Recovery and Subset Selection. ICASSP (2021)
Di Chen, Yiwei Bai, Sebastian Ament, Wenting Zhao, Dan Guevarra, Lan Zhou, Bart Selman, R. Bruce van Dover, John M. Gregoire, Carla P. Gomes
Automating Crystal-Structure Phase Mapping: Combining Deep Learning with Constraint Reasoning. CoRR (2021)
Sebastian Ament, Carla P. Gomes
On the Optimality of Backward Regression: Sparse Recovery and Subset Selection. CoRR (2021)
Guillaume Perez, Sebastian Ament, Carla Gomes, Arnaud Lallouet
Constrained Machine Learning: The Bagel Framework. CoRR (2021)
Di Chen, Yiwei Bai, Wenting Zhao, Sebastian Ament, John M. Gregoire, Carla P. Gomes
Deep Reasoning Networks for Unsupervised Pattern De-mixing with Constraint Reasoning. ICML (2020)
Guillaume Perez, Sebastian Ament, Carla P. Gomes, Michel Barlaud
Efficient Projection Algorithms onto the Weighted l1 Ball. CoRR (2020)
Di Chen, Yiwei Bai, Wenting Zhao, Sebastian Ament, John M. Gregoire, Carla P. Gomes
Deep Reasoning Networks: Thinking Fast and Slow. CoRR (2019)
Sebastian Ament, John M. Gregoire, Carla P. Gomes
Exponentially-Modified Gaussian Mixture Model: Applications in Spectroscopy. CoRR (2019)
Junwen Bai, Sebastian Ament, Guillaume Perez, John M. Gregoire, Carla P. Gomes
An Efficient Relaxed Projection Method for Constrained Non-negative Matrix Factorization with Application to the Phase-Mapping Problem in Materials Science. CPAIOR (2018)
Sebastian Ament, Michael O'Neil
Accurate and efficient numerical calculation of stable densities via optimized quadrature and asymptotics. Stat. Comput. 28 (1) (2018)
Sebastian Ament, Nikhil Rangarajan, Shaloo Rakheja
A practical guide to solving the stochastic Landau-Lifshitz-Gilbert-Slonczewski equation for macrospin dynamics. CoRR (2016)