In mammals, slow-wave sleep is characterized by synchronized neuronal activity that alternates between on and off periods. Slow-wave activity (SWA) and synchrony reflect sleep need, are correlated ...

The study of fractional-order dynamics has emerged as a promising research direction in neuroscience 1,2, control systems 3,4, and signal processing 5. Biological neurons and synapses are known to ...

CircFormer is a deep learning framework for circular DNA (eccDNA) classification using k-mer tokenization with convolution-enhanced self-attention and symmetric positional encoding designed for ...

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The network incorporates the innovative Partial Convolution (PConv) technique, which exploits spatial redundancy in feature maps. This approach significantly reduces the number of floating-point ...

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