ePoster · Computational Neuroscience
Where are the neural architectures? The curse of structural flatness in neural network modelling
Declan J Collins · Neuromatch 5
Wed, Sep 28, 2022
One of the many ocean swells in the history of computational approaches to mind and brain is the rise and fall of cognitive architectures. Although supplanted by neural networks as the dominant modelling modality, cognitive architectures possess many attributes sorely coveted by the computational modeller: large, architectural-level scales, unified explanations of disparate cognitive functions in single models, and rich, hierarchical-modular decompositional structure conducive to building and modifying large computational systems. In contrast, we find in the neural network literature a prolife