HTM Mini-Columns into Hexagonal Grids!

Is MT because is repurposing Pulvinar nuclei to “forward” inputs (instead LGN). MT is quite up in the hierarchy of the visual cortex. In any case, lets “solve” sensor cortex before to jump to the FC :slight_smile:

1 Like

Thanks for this very inspiring discussion.
It is sometimes hard to follow, but always rewarding in the end when you are progressively understanding some of the different pieces.

From what I have read in this discussion:
1/ Gamma (25-140 Hz) oscillations are mainly associated to L2/3, and alpha (8-12 Hz) oscillations for L5
2/ L2/3 representations are more stable than L5 representations

Don’t you see a contradiction between those 2 points ?

Or maybe the L2/3 representation of an object/concept corresponds to a sequence of dynamic hex-grid patterns changing at every gamma tick ? But I don’t think that was your idea.

From my perspective, I think of the object layer as a battleground over the higher level concept being sensed. A series of short battles end in winners which squelch everyone else, and it is the winners which are more stable than the representations of the TM layer. Of course this implies that the higher level concept is something which has been learned. If it is something completely unrecognized, then the activity would of course be unstable until new relationships were learned.

2 Likes

I would add that even though the competition at the L2/3 level runs at the gamma rate the output of the competition is every 4 cycles, or the alpha rate. The operations on the object layer battleground take some time to work out so that the results are available for the slower-going alpha rate components.

2 Likes

Are the live-streams helping this conversation? I could do another tomorrow and review the posts since the last one.

I imagine the big picture, but how could an action potential be selectively propagated through the horizontal axon terminals of a pyramidal neuron, but not through its map2map projection axon terminals at the same time ?

Sounds only possible if there are some Chandelier-like inhibitory neurons that project not directly on the axon hillock or initial segment of pyramidal cells, but a little further away. Does it ?

The map-2-map projections are only one of the rising axons on the L1 jungle. If you think of it that way it is more of a hint and not an imperative command. You also have to remember that in the biology, the output from the neuron is a spike train - not a hard 1/0 - so these hints get stronger as a given L2/3 cell is more influenced by it’s inputs.

@Paul_Lamb @bitking What happens if the input activations to the TM (L5) are not sparse? Does it matter?

It does (TM behaves badly without sparse activation) I think the output of the object layer must always be sparse, even when it is unstable due to not recognizing what is being sensed.

2 Likes

If you look at the MRIs of brains there are usually large areas that are not doing very much.

The output from this idle state would be less than an active hex-grid pattern; not enough to confuse the L5 layer.

I see this as the background balance of inhibitory and excitatory cells maintaining some low level of homeostasis. It takes some coordinated recognition to organize the hex-grid and suppress the rest of the cell population to make the grid stand out even more.

This is just idle conjectures but I suspect that the total amount of L2/3 activation between when a hex-grid is formed and the idle hum is about the same.

I will conjecture further that the level of column activity is the highest when the L5 bursts to signal novelty, and much less when an active recognition is happening.

1 Like

I think I have now a better understanding of the L2/3 dynamics.
I will rephrase and expand the idea with my words.

A map is a continuous subregion of the cortex which can form stable hex-grid patterns on its L2/3 layer.
Each stable hex-grid pattern corresponds to the representation of an object/concept at the map level.
The human neocortex is composed of thousands (ten of thousands ?) of those maps, so an object/concept is represented in parallel in numerous maps at the same time (see TBT)

In a given map, 3 “external” forces are at play to form a stable hex-grid pattern in L2/3:

  • Inputs from other maps (from L2/3 pyramidal neurons of maps either higher or lower in the hierarchy)
  • Sensory inputs (from L4 stellate cells)
  • Temporal predictions inside the given map (from L5 ?)

Those “external” forces apply strongly to the L2/3 layer every 4 cycles (alpha rate processing).
In between, the internal L2/3 dynamics has 3 more cycles to converge towards a stable hex-grid via a competition at each cycle (gamma rate processing).
It is as if the “external” forces put the L2/3 map in its initial position before the relaxation of the system.

At the cellular level, the strong map-2-map input corresponds to a bursting mode happening at each downside of alpha oscillation.
This would be in line with experimental results which show that “gamma amplitude and burst duration are inversely related to alpha amplitude”

Ref:

Layer-Specific Entrainment of Gamma-Band Neural Activity by the Alpha Rhythm in Monkey Visual Cortex
Eelke Spaak, Mathilde Bonnefond, Alexander Maier, David A. Leopold, and Ole Jensen, 2012
https://www.ncbi.nlm.nih.gov/pubmed/23159599

Concerning the sensory inputs, they could theoretically arrive in L2/3 at any time but they will have a stronger impact if they are phase-locked to alpha oscillations, because they will have more time to influence the hex-grid formation before it is broadcasted to the other maps. That’s why the brain has optimized this timing to do active sensing (for example: by synchronizing the saccades with alpha cycle).

Ref:

Saccades are phase-locked to alpha oscillations in the occipital and medial temporal lobe during successful memory encoding
Tobias Staudigl ,Elisabeth Hartl,Soheyl Noachtar,Christian F. Doeller,Ole Jensen (2017)
https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.2003404

I haven’t thought much about the link with temporal predictions yet. I understand that this is the next piece of the puzzle to get closer to a coherent theory with SP/TP/TM (and that the thalamus will be involved).

Did I get it well ?

2 Likes

I would offer a minor correction:

A map is a continuous subregion of the cortex which can form stable hex-grid patterns on its L2/3 layer.
Each stable hex-grid pattern corresponds to the representation of an object/concept at the map level.
The human neocortex is composed of about 150 maps, each composed of about a million mini-columns, so an object/concepts are represented as stable grid patterns composed of activated mini-columns in parallel in numerous maps at the same time (see TBT)

For a more in depth view of maps I offer this post of mine:

3 Likes

@mthiboust “Did I get it well ?”

You did very well.

These are excellent references and I can see that you grasp the concepts to the detail necessary to start to see how it in embodied in the biology.

I am hoping that as we start to see funcional models expressed in code there will be more light shed into the large scale structure of the functioning of the brain. Many disparate models and papers should have a basic framework to tie them all together, much the same way that tectonic plate theory greatly enhanced our understanding of geology.

The interaction with the thalamus and L6 is also very important and I suggest that an excellent starting place is this paper. I found it to be a hard read but well worth the effort:

2 Likes

Nice ones !
Maybe you’d be interested in this one:

If you can make sense of all this (and possibly tied to a model of L2/3 grid formation as being discussed in this thread), I’d definitely like to hear from you.

I read somewhere that the thalamic reticular nucleus has spindle oscillations when isolated from the rest of the thalamus. I forget whether they also severed the inputs from the cortex.

It is SO annoying to remember some factoid like that and not know where you read it. I get this all the time. It helps a bit to have the internet and google but then you get so many hits that the paper you are looking for is still a needle in a haystack.

Sigh.

1 Like

I was actually just being too lazy to find it in my notes with ctrl+f to find spindles. I know what you mean though. It can really feel like a needle in a haystack.


Info sited on the 1st page: TRN has spindles when isolated from the rest of the thalamus, and thalamic nuclei require connections with TRN for them to have spindle oscillations. When TRN is isolated, the cortex lacks spindles so the cortex doesn’t cause them, although their citation for that is a bit ambiguous so I’m not 100% sure it’s true.

1 Like

Thanks for the reading advice. In fact, I tried to read this paper a year ago, but I needed some prior knowledge that I hadn’t at the time. I will give it a new try!

2 Likes

Hexagonal grids huh? :slight_smile:
Perhaps the answer has been hiding right under our noses for eons…

image

2 Likes

If I remember correctly, Calvin mentioned that he was inspired by tiles in a garden path.

2 Likes