Articles with "learned representations" as a keyword



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Constructing Collective Variables Using Invariant Learned Representations.

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Published in 2023 at "Journal of chemical theory and computation"

DOI: 10.1021/acs.jctc.2c00729

Abstract: On the time scales accessible to atomistic numerical modeling, chemical reactions are considered rare events. Therefore, the atomistic simulations are commonly biased along a low-dimensional representation of a chemical reaction in an atomic structure space,… read more here.

Keywords: constructing collective; learned representations; variables using; collective variables ... See more keywords
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Biomarker-Based Classification and Localization of Renal Lesions Using Learned Representations of Histology—A Machine Learning Approach to Histopathology

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Published in 2021 at "Toxicologic Pathology"

DOI: 10.1177/0192623320987202

Abstract: Several deep learning approaches have been proposed to address the challenges in computational pathology by learning structural details in an unbiased way. Transfer learning allows starting from a learned representation of a pretrained model to… read more here.

Keywords: classification localization; learned representations; biomarker; histopathology ... See more keywords