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Titlebook: Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems; Witold Pedrycz,Shyi-Ming Chen Book 2023 The Editor(s)

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https://doi.org/10.1007/978-3-8350-9326-3rge-scale models with high computational complexity and storage costs. The over-parameterized networks are often easy to optimize and can achieve better performance. However, it is challenging to deploy them over resource-limited edge-devices. Knowledge Distillation (KD) aims to optimize a lightweig
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Zusammenfassung und Gesamtdiskussion, unlabeled or weakly labeled, and heterogeneous forms of data. A notable challenge arises when deploying these cross-modal models on an edge device that usually has the limited computational power to be undertaken. It is impractical for real-world applications to exploit the power of prevailing mode
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Zusammenfassung und Gesamtdiskussion,ces. The System of Fuzzy Relation Equations (SFRE) serves as the carrier of teacher knowledge. The self-organized set of rules is integrated into the hierarchical distillation structure based on granular solutions of the SFRE. At the first stage, knowledge is transferred from the granular teacher mo
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