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Active Meta-Learning for Predicting and Selecting Perovskite Crystallization Experiments

Venkateswaran Shekar, Gareth Nicholas, Mansoor Ani Najeeb, Margaret Zeile, Vincent Yu, Xiaorong Wang, Dylan Slack, Zhi Li, Philip Nega, Emory Chan, Alexander Norquist, Joshua Schrier, Sorelle Friedler

Version 1 posted 27 October 2021

662

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Materials Chemistry

Working Paper

Using automated serendipity to discover how trace water promotes and inhibits lead halide perovskite crystal formation

Philip Nega, Zhi Li, Victor Ghosh, Janak Thapa, Shijing Sun, Noor Titan Putri Hartono, Mansoor Ani Najeeb Nellikkal, Alexander J. Norquist, Tonio Buonassisi, Emory M. Chan, Joshua Schrier

Version 1 posted 23 June 2021

341

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Materials Science

Working Paper

Dimensional control over metal halide perovskite crystallization guided by active learning

Zhi Li, Philip Nega, Mansoor Najeeb, Chaochao Dun, Matthias Zeller, Jeffrey Urban, Wissam Saidi, Joshua Schrier, Alexander Norquist, Emory Chan

Version 1 posted 04 October 2021

537

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Nanoscience

Working Paper

Scientific Machine Learning of 2D Perovskite Nanosheet Formation

Jakob C Dahl, Samuel Niblett, Yeongsu Cho, Xingzhi Wang, Ye Zhang, Emory Chan, A. Paul Alivisatos

Version 1 posted 07 June 2023

201

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Inorganic Chemistry

Working Paper

A spatiotemporal route to understanding metal halide perovskite crystallization

Mansoor Ani Najeeb, Rodolfo Keesey, Margaret Zeile, Venkateswaran Shekar, Zhi Li, Nicholas Leiby, Matthias Zeller, Emory Chan, Joshua Schrier, Alexander Norquist

Version 1 posted 28 January 2022

287

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Materials Chemistry

Review

Serendipity based recommender system for perovskites material discovery: balancing exploration and exploitation across multiple models

Venkateswaran Shekar, Vincent Yu, Benjamin J. Garcia, David Benjamin Gordon, Gemma E. Moran, David M. Blei, Loïc M. Roch, Alberto García-Durán, Mansoor Ani Najeeb, Margaret Zeile, Philip W. Nega, Zhi Li, Mina A. Kim, Emory M. Chan, Alexander J. Norquist, Sorelle Friedler, Joshua Schrier

Version 2 posted 20 July 2022

883

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3

Citations

Physical Chemistry

Working Paper

Elucidating the Weakly Reversible Cs-Pb-Br Perovskite Nanocrystal Reaction Network with High-Throughput Maps and Transformations

Jakob Dahl, Xingzhi Wang, Xiao Huang, Emory Chan, Paul Alivisatos

Version 2 posted 12 June 2020

988

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Materials Science

Working Paper

Robot-Accelerated Perovskite Investigation and Discovery (RAPID): 1. Inverse Temperature Crystallization

Zhi Li, Mansoor Ani Najeeb, Liana Alves, Alyssa Sherman, Peter Cruz Parrilla, Ian M. Pendleton, Matthias Zeller, Joshua Schrier, Alexander J. Norquist, Emory Chan

Version 1 posted 24 October 2019

1,408

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1

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8 results in Emory Chan in Authors: Emory Chan

Active Meta-Learning for Predicting and Selecting Perovskite Crystallization Experiments

Using automated serendipity to discover how trace water promotes and inhibits lead halide perovskite crystal formation

Dimensional control over metal halide perovskite crystallization guided by active learning

Scientific Machine Learning of 2D Perovskite Nanosheet Formation

A spatiotemporal route to understanding metal halide perovskite crystallization

Serendipity based recommender system for perovskites material discovery: balancing exploration and exploitation across multiple models

Elucidating the Weakly Reversible Cs-Pb-Br Perovskite Nanocrystal Reaction Network with High-Throughput Maps and Transformations

Robot-Accelerated Perovskite Investigation and Discovery (RAPID): 1. Inverse Temperature Crystallization

8 results in Authors: Emory Chan