New #TMLR-Paper-with-Video:

Multiscale Training of Convolutional Neural Networks

Shadab Ahamed, Niloufar Zakariaei, Eldad Haber, Moshe Eliasof

https://tmlr.infinite-conf.org/paper_pages/HTQuEZwEHw

#multiscale #cnn #cnns

Variations_on_a_theme_270926.
#Emergent #Multiscale #Organisation across (un)conscious states. I’ve been toying with how we visualise data as #digital #art- (ifacts). I am using @blender.org‘s particle systems, scientific data is the medium.

Art accompanying the publication.

Well, it appears it does. Results of this projection were differentiable and didn't inform us of the #scale #integration, nor of the #multiscale #organisation of the dynamics, a descriptive utility that *only* emerges when we #unfold the #multiscale #dynamics.

16/n

From this dual working definition of #multiscale #emergence important inferences emerge (😅) that are worth chasing up---these two paragraphs in our discussion do a good job at summarising that:

13/n

Giving us a proxy for the organisation of the energy landscape, or emergent landscape at those scales.

We introduce the #structure-#fragmentation (SF) index to ascertain the degree of (dis)organisation of the #multiscale #emergent landscape of dynamics.

11/n

Neat, right!?

I was intuitively expecting to relate more emergent neural dynamics with conscious awareness.

But this opened up a #fascinating #Q (4 years ago now): might #multiscale #integration, at least in this sense, be a marker of wake? Does anaesthesia disturb this?

8/n

But, what the hell is #multiscale #emergence anyway(?!)

In this paper, what we mean by it is captured by identifying lower-dimensional subspaces we call 'n'-macros in EEG which represent dynamically closed dynamics.
We do this across dimensionalities, i.e., across scales.

3/n

📜 FINALLY OUT! 📜

In @imagingneurosci.bsky.social (@mitpress.bsky.social),

myself, Lionel Barnett, @anilseth.bsky.social, Olivia carter, and @thomasandrillon.bsky.social, advance approaches of #multiscale #emergence and it's application to EEG across #conscious #states.

Buckle up 👇 1/n

Did you know DARPA is mapping the human body's health at *every single scale*, from molecules to entire systems? Their new

#DARPAs #Multiscale #Reasoning #Human #Physiology

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#elysianpickups #tunedaperture #multiscale #kiesel #guitarsky #transrightsarehumanrights

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