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  1. Article

    Open Access

    Driving forces for ultrafast laser-induced sp2 to sp3 structural transformation in graphite

    Understanding the microscopic mechanism of photoinduced sp2-to-sp3 structural transformation in graphite is a scientific challenge with great importance. Here, the ultrafast dynamics and characteristics of laser-...

    Chenchen Song, Mengxue Guan, Yunzhe Jia, Daqiang Chen… in npj Computational Materials (2023)

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  2. No Access

    Chapter and Conference Paper

    Studying and Exploiting the Relationship Between Model Accuracy and Explanation Quality

    Many explanation methods have been proposed to reveal insights about the internal procedures of black-box models like deep neural networks. Although these methods are able to generate explanations for individu...

    Yunzhe Jia, Eibe Frank, Bernhard Pfahringer… in Machine Learning and Knowledge Discovery i… (2021)

  3. No Access

    Article

    Exploiting patterns to explain individual predictions

    Users need to understand the predictions of a classifier, especially when decisions based on the predictions can have severe consequences. The explanation of a prediction reveals the reason why a classifier ma...

    Yunzhe Jia, James Bailey, Kotagiri Ramamohanarao… in Knowledge and Information Systems (2020)