Výsledky vyhledávání - "Bayesian algorithm execution"

Targeted materials discovery using Bayesian algorithm execution Autor Chitturi, Sathya R., Ramdas, Akash, Wu, Yue, Rohr, Brian, Ermon, Stefano, Dionne, Jennifer, Jornada, Felipe H. da, Dunne, Mike, Tassone, Christopher, Neiswanger, Willie, Ratner, Daniel

“…Rapid discovery and synthesis of future materials requires intelligent data acquisition strategies to navigate large design spaces. A popular strategy is…”
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Targeted materials discovery using Bayesian algorithm execution Autor Chitturi, Sathya R., Ramdas, Akash, Wu, Yue, Rohr, Brian, Ermon, Stefano, Dionne, Jennifer, Jornada, Felipe H. da, Dunne, Mike, Tassone, Christopher, Neiswanger, Willie, Ratner, Daniel

“…Abstract Rapid discovery and synthesis of future materials requires intelligent data acquisition strategies to navigate large design spaces. A popular strategy…”
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Practical Bayesian Algorithm Execution via Posterior Sampling Autor Chu, Xin Cheng, Astudillo, Raul, Desautels, Thomas, Yue, Yisong

“…We consider Bayesian algorithm execution (BAX), a framework for efficiently selecting evaluation points of an expensive function to infer a property of interest encoded as the output of a base algorithm…”
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Targeted materials discovery using Bayesian algorithm execution Autor Chitturi, Sathya, Ramdas, Akash, Wu, Yue, Rohr, Brian, Ermon, Stefano, Dionne, Jennifer, da Jornada, Felipe H, Dunne, Mike, Tassone, Christopher, Neiswanger, Willie, Ratner, Daniel

“…Rapid discovery and synthesis of new materials requires intelligent data acquisition strategies to navigate large design spaces. A popular strategy is Bayesian…”
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Multipoint-BAX: a new approach for efficiently tuning particle accelerator emittance via virtual objectives Autor Ayoub Miskovich, Sara, Neiswanger, Willie, Colocho, William, Emma, Claudio, Garrahan, Jacqueline, Maxwell, Timothy, Mayes, Christopher, Ermon, Stefano, Edelen, Auralee, Ratner, Daniel

“… from Bayesian Algorithm Execution (BAX). Our method avoids the slow multipoint query on the accelerator…”
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Improving Accuracy of Interpretability Measures in Hyperparameter Optimization via Bayesian Algorithm Execution Autor Moosbauer, Julia, Casalicchio, Giuseppe, Lindauer, Marius, Bischl, Bernd

“…Despite all the benefits of automated hyperparameter optimization (HPO), most modern HPO algorithms are black-boxes themselves. This makes it difficult to…”
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Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual Information Autor Neiswanger, Willie, Wang, Ke Alexander, Ermon, Stefano

“…{A}\), and a prior distribution over \(f\), we refer to the problem of inferring the output of \(\mathcal{A}\) using \(T\) evaluations as Bayesian Algorithm Execution…”
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Multipoint-BAX: A New Approach for Efficiently Tuning Particle Accelerator Emittance via Virtual Objectives Autor Miskovich, Sara, Neiswanger, Willie, Colocho, William, Emma, Claudio, Garrahan, Jacqueline, Maxwell, Timothy, Mayes, Christopher, Ermon, Stefano, Edelen, Auralee, Ratner, Daniel

“… from Bayesian Algorithm Execution (BAX). Our method avoids the slow multipoint query…”
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Data-Driven Techniques for Materials Characterization and Intelligent Experimental Design at Advanced Scattering Facilities Autor Chitturi, Sathya Ranjan

“…This dissertation addresses the need to accelerate materials discovery, particularly within the context of advanced scattering facilities. The complexity of…”
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Multipoint-BAX: A New Approach for Efficiently Tuning Particle Accelerator Emittance via Virtual Objectives Autor Miskovich, Sara A, Neiswanger, Willie, Colocho, William, Claudio, Emma, Garrahan, Jacqueline, Maxwell, Timothy, Mayes, Christopher, Ermon, Stefano, Edelen, Auralee, Ratner, Daniel

“… from Bayesian Algorithm Execution (BAX). Our method avoids the slow multipoint query…”
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