Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design

Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design

11 July 2022

Hengrui Zhang

Papers citing "Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design"

6 / 6 papers shown

Title
Data-Efficient Discovery of Hyperelastic TPMS Metamaterials with Extreme Energy Dissipation Maxine Perroni-Scharf Zachary Ferguson Thomas Butrille Carlos Portela Mina Konaković Luković 14 0 0 29 May 2024
Data-Driven Design for Metamaterials and Multiscale Systems: A Review Doksoo Lee Wei-Neng Chen Liwei Wang Yu-Chin Chan Wei Chen AI4CE 11 78 0 01 Jul 2023
Towards Reliable Uncertainty Quantification via Deep Ensembles in Multi-output Regression Task Sunwoong Yang K. Yee UQCV 32 5 0 28 Mar 2023
Rapid Design of Top-Performing Metal-Organic Frameworks with Qualitative Representations of Building Blocks Yigitcan Comlek T. D. Pham R. Snurr Wei-Neng Chen AI4CE 20 18 0 17 Feb 2023
Gryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge Florian Hase Matteo Aldeghi Riley J. Hickman L. Roch Alán Aspuru-Guzik 43 103 0 26 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016