Sebastian Ament

34 papers A* 4A 1B 1Misc 2Journal 25Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Autonomous Materials Exploration by Integrating Automated Phase Identification and AI-Assisted Human Reasoning. CoRR Ming-Chiang Chang, Maximilian Amsler, Duncan R. Sutherland, Sebastian Ament, Katie R. Gann, Lan Zhou, Louisa M. Smieska, Arthur R. Woll, John M. Gregoire, Carla P. Gomes, R. Bruce van Dover, Michael O. Thompson
2026	J	`jnl`	BOxCrete: A Bayesian Optimization Open-Source AI Model for Concrete Strength Forecasting and Mix Optimization. CoRR Bayezid Baten, M. Ayyan Iqbal, Sebastian Ament, Julius Kusuma, Nishant Garg
2026	J	`jnl`	Empirical Gaussian Processes. CoRR Jihao Andreas Lin, Sebastian Ament, Louis C. Tiao, David Eriksson, Maximilian Balandat, Eytan Bakshy
2025	—	`conf`	Ax: A Platform for Adaptive Experimentation. AutoML Miles Olson, Elizabeth Santorella, Louis C. Tiao, Sait Cakmak, Mia Garrard, Samuel Daulton, Zhiyuan Jerry Lin, Sebastian Ament, Bernard Beckerman, Eric Onofrey, Paschal Igusti, Cristian Lara, Benjamin Letham, Cesar Cardoso, Shiyun Sunny Shen, Andy Chenyuan Lin, Matthew Grange, Elena Kashtelyan, David Eriksson, Maximilian Balandat, Eytan Bakshy
2025	A*	`conf`	Scalable Gaussian Processes with Latent Kronecker Structure. ICML Jihao Andreas Lin, Sebastian Ament, Maximilian Balandat, David Eriksson, José Miguel Hernández-Lobato, Eytan Bakshy
2025	J	`jnl`	Scalable Gaussian Processes with Latent Kronecker Structure. CoRR Jihao Andreas Lin, Sebastian Ament, Maximilian Balandat, David Eriksson, José Miguel Hernández-Lobato, Eytan Bakshy
2024	A*	`conf`	Robust Gaussian Processes via Relevance Pursuit. NeurIPS Sebastian Ament, Elizabeth Santorella, David Eriksson, Ben Letham, Maximilian Balandat, Eytan Bakshy
2024	J	`jnl`	Robust Gaussian Processes via Relevance Pursuit. CoRR Sebastian Ament, Elizabeth Santorella, David Eriksson, Ben Letham, Maximilian Balandat, Eytan Bakshy
2024	J	`jnl`	Scaling Gaussian Processes for Learning Curve Prediction via Latent Kronecker Structure. CoRR Jihao Andreas Lin, Sebastian Ament, Maximilian Balandat, Eytan Bakshy
2023	A	`conf`	Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings. AISTATS Aryan Deshwal, Sebastian Ament, Maximilian Balandat, Eytan Bakshy, Janardhan Rao Doppa, David Eriksson
2023	J	`jnl`	Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings. CoRR Aryan Deshwal, Sebastian Ament, Maximilian Balandat, Eytan Bakshy, Janardhan Rao Doppa, David Eriksson
2023	J	`jnl`	Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers. CoRR P. Rodriguez-Fernandez, N. T. Howard, A. Saltzman, S. Kantamneni, J. Candy, C. Holland, Maximilian Balandat, Sebastian Ament, A. E. White
2023	J	`jnl`	Probabilistic Phase Labeling and Lattice Refinement for Autonomous Material Research. CoRR 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
2023	J	`jnl`	Sustainable Concrete via Bayesian Optimization. CoRR Sebastian Ament, Andrew Witte, Nishant Garg, Julius Kusuma
2023	A*	`conf`	Unexpected Improvements to Expected Improvement for Bayesian Optimization. NeurIPS Sebastian Ament, Samuel Daulton, David Eriksson, Maximilian Balandat, Eytan Bakshy
2023	J	`jnl`	Unexpected Improvements to Expected Improvement for Bayesian Optimization. CoRR Sebastian Ament, Samuel Daulton, David Eriksson, Maximilian Balandat, Eytan Bakshy
2022	J	`jnl`	Efficient projection algorithms onto the weighted Artif. Intell. Guillaume Perez, Sebastian Ament, Carla P. Gomes, Michel Barlaud
2022	Misc	`conf`	Generalized Matching Pursuits for the Sparse Optimization of Separable Objectives. ICASSP Sebastian Ament, Carla P. Gomes
2022	J	`jnl`	Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation. CoRR Sebastian Ament, Carla P. Gomes
2021	J	`jnl`	Automating Crystal-Structure Phase Mapping: Combining Deep Learning with Constraint Reasoning. CoRR Di Chen, Yiwei Bai, Sebastian Ament, Wenting Zhao, Dan Guevarra, Lan Zhou, Bart Selman, R. Bruce van Dover, John M. Gregoire, Carla P. Gomes
2021	J	`jnl`	Automating crystal-structure phase mapping by combining deep learning with constraint reasoning. Nat. Mach. Intell. Di Chen, Yiwei Bai, Sebastian Ament, Wenting Zhao, Dan Guevarra, Lan Zhou, Bart Selman, R. Bruce van Dover, John M. Gregoire, Carla P. Gomes
2021	J	`jnl`	Autonomous synthesis of metastable materials. CoRR 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
2021	J	`jnl`	Constrained Machine Learning: The Bagel Framework. CoRR Guillaume Perez, Sebastian Ament, Carla P. Gomes, Arnaud Lallouet
2021	Misc	`conf`	On the Optimality of Backward Regression: Sparse Recovery and Subset Selection. ICASSP Sebastian Ament, Carla P. Gomes
2021	J	`jnl`	On the Optimality of Backward Regression: Sparse Recovery and Subset Selection. CoRR Sebastian Ament, Carla P. Gomes
2021	J	`jnl`	Sparse Bayesian Learning via Stepwise Regression. CoRR Sebastian Ament, Carla P. Gomes
2021	J	`jnl`	The Fast Kernel Transform. CoRR John Paul Ryan, Sebastian Ament, Carla P. Gomes, Anil Damle
2020	A*	`conf`	Deep Reasoning Networks for Unsupervised Pattern De-mixing with Constraint Reasoning. ICML Di Chen, Yiwei Bai, Wenting Zhao, Sebastian Ament, John M. Gregoire, Carla P. Gomes
2020	J	`jnl`	Efficient Projection Algorithms onto the Weighted l1 Ball. CoRR Guillaume Perez, Sebastian Ament, Carla P. Gomes, Michel Barlaud
2019	J	`jnl`	Deep Reasoning Networks: Thinking Fast and Slow. CoRR Di Chen, Yiwei Bai, Wenting Zhao, Sebastian Ament, John M. Gregoire, Carla P. Gomes
2019	J	`jnl`	Exponentially-Modified Gaussian Mixture Model: Applications in Spectroscopy. CoRR Sebastian Ament, John M. Gregoire, Carla P. Gomes
2018	J	`jnl`	Accurate and efficient numerical calculation of stable densities via optimized quadrature and asymptotics. Stat. Comput. Sebastian Ament, Michael O'Neil
2018	B	`conf`	An Efficient Relaxed Projection Method for Constrained Non-negative Matrix Factorization with Application to the Phase-Mapping Problem in Materials Science. CPAIOR Junwen Bai, Sebastian Ament, Guillaume Perez, John M. Gregoire, Carla P. Gomes
2016	J	`jnl`	A practical guide to solving the stochastic Landau-Lifshitz-Gilbert-Slonczewski equation for macrospin dynamics. CoRR Sebastian Ament, Nikhil Rangarajan, Shaloo Rakheja