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Bahadir Kasap

Donders Institute for Brain, Cognition and Behaviour, Radboud University

Biological naturalist Consciousness requires living metabolic hardware

Bahadir Kasap works on the superior colliculus at the level of individual spikes. With A. John van Opstal he built a spiking neural network of the midbrain gaze motor map in which each neuron follows adaptive exponential integrate-and-fire dynamics, with biophysical parameters that vary systematically across the map, and lateral center-surround connectivity that synchronizes the bursting of the recruited population. The model reproduces the experimentally observed burst profiles, the systematic variation of peak firing rate with saccade amplitude, and the linear ensemble decoding that downstream circuitry applies to the population spikes. The work was published in Biological Cybernetics in 2017, with a microstimulation extension in PLOS Computational Biology in 2019, and the code is public on Bitbucket.

The superior colliculus is the clearest biological case of a structure that holds a multisensory priority map and converts a selection into a precisely timed action. In Kasap’s models that conversion is carried by conductance-based spiking dynamics, a log-polar coordinate transform and population codes, all measurable quantities rather than verbal claims. Bjørn Merker’s selection triangle assigns the same structure the target selection vertex of conscious organization, and Kasap’s work shows that vertex is computable in biologically realistic terms.

For artificial systems the lesson is that a midbrain-style selection layer is an engineering specification, not a metaphor. The sensory tectum of this project’s architecture implements the same priority-map principle at a coarser granularity, and the spiking model defines what a closer approximation would require, including the complex-logarithmic coordinate frame and the population-level motor output.

Known for. Spiking neural network models of the superior colliculus, log-polar motor map dynamics, ensemble coding of saccade commands

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