Signal Theory of Intelligence
for the European Union’s Human Brain Project
8 Evolutionary emergence of the dual system comprising the cerebellum and cortex
The functional division of the nervous system into a subconsciously operating cerebellum and a consciousness-capable cortex is not an abstract or later specialisation, but stems from a single, clearly identifiable evolutionary origin: the necessity to invert a minimally encoded sensory signal. The entire subsequent architecture of intelligence and consciousness can be derived from this starting point.
8.1 Origin: The transformation of the palaeovestibular sense into minimum coding
In early metazoans, the sense of balance consisted of a statocyst in which a freely moving grain of sand stimulated the hair cells at the deepest point. This system was maximally encoded: the strongest mechanical deflection produced the strongest neural signal.
However, mechanical wear and tear on the hair cells created a selective pressure that led to the formation of a protective gelatinous layer. Consequently, the free-moving grain of sand was replaced by stationary statoconia. The hair cells now acted like clamped leaf springs, whose deflection depended on the weight of the statoconia. The cell lying parallel to the gravitational gradient was deflected the least and generated the weakest signal.
Thus, the sense of balance had evolved into a system of minimal coding: the functionally most important information now lay in the absence of a signal.
Such a sensory system is unsuitable for motor control unless its signals are inverted.
8.2 The emergence of the vestibulocerebellum as an inversion apparatus
The inversion of the minimally encoded vestibular signals was achieved by an inhibitory circuit consisting of two functionally coupled cell types:
- Purkinje cells as inhibitory projection neurons
- Dentate neurons as downstream disinhibitory neurons
Low activity in the Purkinje cell led to strong disinhibition of the dentate neuron and thus to a strong output signal. In this way, the minimum coding of the vestibular sense was translated back into a maximum signal suitable for motor responses.
This Purkinje–dentate circuit represents the evolutionary prototype of the cerebellar dual system.
8.3 Generalisation of the inversion principle to motor function and protective reflexes
Once established, the inversion principle was evolutionarily extended to other functional areas:
- Muscle contraction was translated into an inverse signal for the antagonist, enabling coordinated movement.
- Tactile and pain signals could trigger protective reflexes via contralateral projections by activating the corresponding muscle through inversion.
The cerebellum thus became a universal inversion and transformation organ for sensory and motor signals.
8.4 Increase in dendritic complexity and the emergence of dyadic reconstruction
As the complexity of the motor and sensory systems increased, the dendritic trees of the Purkinje cells expanded considerably. Consequently, the number of input signals feeding into the inhibitory transformation rose. Mathematically, this corresponds to an increasing number of dyadic products being processed within the Purkinje cell.
The differential circuit comprising the Purkinje cell and the dentate neuron generated a non-linearity that selectively amplified or suppressed individual dyadic products. Similarly, the output signals in the dentate nucleus competed with one another. This resulted in a system capable of reconstructing not only inverted but also missing signal components.
This ability to supplement signals forms the basis of what can functionally be described as intelligence.
8.5 Projection of the inverted output into the cortex and the emergence of consciousness
The inverted and reconstructively processed output of the cerebellum reached the cortex via thalamic relay stations. There, it was transferred into a high-dimensional projection space, which does not itself perform reconstructive processing, but makes the results of cerebellar processing consciously accessible.
This gave rise to the evolutionary dual system:
- The cerebellum as a subconscious, minimally coded level of reconstruction and inversion
- The cortex as a projection and interpretation level capable of consciousness
Consciousness is thus not an independent computational entity, but rather the cortical representation of signals already generated in the cerebellum.
8.6 Summary
The separation of the subconscious and the conscious mind is a direct consequence of an early sensory problem: the inversion of a minimally encoded balance signal. The Purkinje–dentate circuit developed to address this gave rise to an increasingly complex reconstruction system that achieved intelligent functions through dyadic processing and non-linearity. The cortex eventually took on the task of consciously representing the inverted and reconstructed signals.
Thus, the current functional architecture of the nervous system is an evolutionarily comprehensible consequence of a single original selective pressure.
8.7 Limited reach of the cerebellum and the emergence of recursive network pyramids
Although the cerebellum represents the first globally functioning structure of the nervous system, even it does not have unlimited reach. The axons of the parallel fibres and the lateral projections of the stellate and basket cells extend significantly further than those of the cortical interneurons, yet they too remain locally limited. The cerebellum therefore does not have direct access to all the organism’s data, but only to the signals projected into its respective input regions.
Evolution solved this problem not by an unlimited expansion of reach, but through recursion. Local cerebellar networks were integrated into higher-level networks, the outputs of which in turn fed into even higher-level networks. In this way, a hierarchical network pyramid emerged, in which each level integrated the results of the levels below it.
This recursive system is particularly evident in the cerebellum’s projection via the thalamus to the cortex and from there back via the pontine nuclei into the mossy fibre system of the cerebellum. Furthermore, there is also a cortical projection via the ipsilateral olivary nucleus into the ipsilateral climbing fibre system of the cerebellum. In this way, the cerebellum was able to receive its own output back via both the climbing fibres and the mossy fibres.
This recursive architecture enabled the cerebellum to recognise global patterns despite local limitations. The global intelligence of vertebrates is therefore not the result of a single all-encompassing network, but the result of a pyramid of recursive networks that gradually transform local information into higher-order representations.
The network pyramid of the cerebellum had a direct functional consequence: it generated a corresponding pyramid of consciousness. The lowest levels operated entirely subconsciously, whilst the highest levels – particularly those whose outputs were projected into the cortex – formed the basis for conscious perception and conscious decision-making.
This gave rise to a clear functional separation: the subconscious corresponds to the recursive processing levels of the cerebellum, whilst consciousness represents the cortical representation of the highest level of this pyramid.