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  • Versatile control of nonlinear topological states in non-Hermitian systems

    Versatile control of nonlinear topological states in non-Hermitian systems

    Model

    We consider a one-dimensional (1D) topological interface model consisting of a Hermitian nonlinear SSH chain and a non-Hermitian nonlinear SSH chain, as shown in Fig. 1. Both SSH chains contain two sublattices a and b, and their state…

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  • Learning and criticality in a self-organizing model of connectome growth

    Learning and criticality in a self-organizing model of connectome growth

    In the following, we present the results of extensive simulations that run the locally conservative sandpile model with Hebbian learning on hierarchical modular networks (HMNs) where each node represents a neuron. For the baseline HMNs used, the…

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  • Leveraging data analytics to revolutionize cybersecurity with machine learning and deep learning

    Leveraging data analytics to revolutionize cybersecurity with machine learning and deep learning

    Decoding intelligence: interpreting the impact of findings

    The CNN model demonstrated impressive performance, achieving high accuracy in classifying synthetic data. Training and validation accuracy graphs showed remarkable convergence, indicating…

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  • Multimodal feature distinguishing and deep learning approach to detect lung disease from MRI images

    Multimodal feature distinguishing and deep learning approach to detect lung disease from MRI images

    The design goal of the MFDM is to improve lung disease detection accuracy through feature differentiation. The extractable and non-extractable features are exploited based on homogeneity and heterogeneous nature for training. The detected…

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