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08/15/2023
Probabilistic Phase Labeling and Lattice Refinement for Autonomous Material Research
X-ray diffraction (XRD) is an essential technique to determine a materia...
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08/21/2021
Automating Crystal-Structure Phase Mapping: Combining Deep Learning with Constraint Reasoning
Crystal-structure phase mapping is a core, long-standing challenge in ma...
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06/04/2021
Materials Representation and Transfer Learning for Multi-Property Prediction
The adoption of machine learning in materials science has rapidly transf...
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01/19/2021
Autonomous synthesis of metastable materials
Autonomous experimentation enabled by artificial intelligence (AI) offer...
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06/03/2019
Deep Reasoning Networks: Thinking Fast and Slow
We introduce Deep Reasoning Networks (DRNets), an end-to-end framework t...
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11/27/2014