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Cooperation Is All You Need
Going beyond 'dendritic democracy', we introduce a 'democracy of local processors', termed Cooperator.
Unlocking the potential of two-point cells for energy-efficient and resilient training of deep nets
Context-sensitive two-point layer 5 pyramidal cells (L5PCs) were discovered as long ago as 1999.
Context-sensitive neocortical neurons transform the effectiveness and efficiency of neural information processing
Deep learning (DL) has big-data processing capabilities that are as good, or even better, than those of humans in many real-world domains, but at the cost of high energy requirements that may be unsustainable in some applications and of errors, that, though infrequent, can be large.
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