The cortical algorithm is interesting. Cortical columns are pretty sexy too because they're an obvious target for finding a high level algorithm that does the same or better.

But regardless of how you implement cortex, the next thing you MUST do to achieve a full functioning mind is to implement the actual structure for sequential thought, not just a logic network (like a deep learning model), but actual sequential thinking. It also seems that the brain can do basic task switching, in that multiple symbols can be fit into the pipeline and operate in sequence.?? I think the synchronization and buffering is done by the basal ganglia.

In the brain, that structure is the Cortico-thalamo-Cortical loop. Any functioning AGI architecture will have something similar.

There are several things going on, one is basic feedback, ie feedback applied to an input circuit will squelch out parts of the input that the brain has already perceived so that new information is highlighted.

Sometimes brain regions generate activity spontaneously and information is encoded by inhibiting some of those spontaneous signals. So yeah, there is a lot of information to grok but it's all important if you want to sucessfully make a functioning AGI.

Another thing is disinhibition, where a brain region might have inhibitory projections but if it, itself, is inhibited, that is removing that inhibition to the ultimate target, so it becomes disinhibited and available to either spontaneous firing or stimulated firing.

(many neurons have a base rate of spontaneous firing that can either be excited or inhibited.)


Quote from page on Thalamus linked below:
Recent research suggests that the mediodorsal thalamus may play a broader role in cognition. Specifically, the mediodorsal thalamus may "amplify the connectivity (signaling strength) of just the circuits in the cortex appropriate for the current context and thereby contribute to the flexibility (of the mammalian brain) to make complex decisions by wiring the many associations on which decisions depend into weakly connected cortical circuits."[31] Researchers founds that "enhancing MD activity magnified the ability of mice to ???think,???[31] driving down by more than 25 percent their error rate in deciding which conflicting sensory stimuli to follow to find the reward." [32]

REALLY?!??!!??!???? YOU THINK?!??!?!!?? I mean like wow, you must be like Sherlock Holms and Albert Einstein rolled together, I mean who would have thought a piece of anatomy that was basically wired into just about every part of the brain and was part of the major signal/information flows into and through the brain could have such a role!!!!

Seriously though, this is how the brain selects which networks it needs to accomplish specific functions and implements multiple behaviors (ie general intelligence) instead of just mastering one simple domain such as an Atari game or something.


https://en.wikipedia.org/wiki/Cortico-basal_ganglia-thalamo-cortical_loop

https://en.wikipedia.org/wiki/Thalamus

https://en.wikipedia.org/wiki/Basal_ganglia

Anyway, this post is part of a series I'm doing on neural anatomy, I already have my topic picked out for tomorrow, not sure what else I should cover, feel free to make requests...

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Artificial General Intelligence List: AGI
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