Borjan (Boki) Milinković's Avatar

Borjan (Boki) Milinković

@neuromorphicboki.bsky.social

Mathematical Neuroscientist. Biologically Inclined. Postdoctoral Researcher @ NeuroPsi (CNRS, Paris-Saclay). Modelling psychedelic- and stimulation-induced shifts in consciousness. Theorising about computation, causation, information, and emergence.

690 Followers  |  539 Following  |  137 Posts  |  Joined: 09.10.2023  |  1.8453

Latest posts by neuromorphicboki.bsky.social on Bluesky

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Seeing the Mind, Educating the Brain

If you are in Paris on October 1-3 : we are organizing a fantastic cognitive neuroscience conference at Collège de France, on topics ranging from language to math, education and consciousness, with many of my favorite scientists !
Full program here:
www.unicog.org/seeing-the-m...

23.07.2025 14:46 — 👍 72    🔁 33    💬 3    📌 1

🫀

21.07.2025 18:28 — 👍 2    🔁 0    💬 0    📌 0

This caution, to me, includes measures of emergence and my own work, as well. They are, like all complexity measures not exempt from it. So maybe, like what I find in my results--that more emergence doesn't equate to more consciousness: same for complexity.

Very happy to discuss all of this more!

20.07.2025 20:46 — 👍 2    🔁 0    💬 1    📌 0

To add, I don't even know if I believe that 'higher' consciousness is actually a thing.

A rule I live by is that: conscious of more *does not equal* more conscious.

It has helped me on my path thus far. 😅

20.07.2025 20:46 — 👍 1    🔁 0    💬 1    📌 0

I do agree however that measures of LZ for example do peak with randomness (though there is a really cool old paper showing that this might not be the case, if I find it I will link it here). Measures are only as good as their utility, so one should always be cautious with what we infer from them.

20.07.2025 20:46 — 👍 0    🔁 0    💬 1    📌 0

Lenore! Thanks so much! I'm glad you find this interesting, it a pleasure to hear that from someone like you. As a general short answer, no, I think it is important to disambiguate emergence measures and measures of neural complexity, or algorithmic complexity (signal diversity).

20.07.2025 20:46 — 👍 2    🔁 0    💬 1    📌 0

@thomasandrillon.bsky.social puts it brilliantly here. Maybe indeed, less, rather than more, is more.

20.07.2025 14:22 — 👍 1    🔁 0    💬 0    📌 0

The pleasure remains mine. 🤗

20.07.2025 14:15 — 👍 1    🔁 0    💬 0    📌 0

I'm not sure what you mean, but please feel free. 🤗

20.07.2025 14:13 — 👍 0    🔁 0    💬 1    📌 0

Don't walk in front of me, for I may not follow.

Don't want behind me, for I may not lead.

Walk beside me, and be my friend.

A.C.

17/n

20.07.2025 08:20 — 👍 5    🔁 0    💬 1    📌 0

Without @anilseth.bsky.social , @thomasandrillon.bsky.social , Lionel Barnett, and Olivia Carter, this work is not possible.

So, as a little emotional ending to this thread I'd like to paraphrase someone much wiser than I..

16/n

20.07.2025 08:20 — 👍 6    🔁 0    💬 1    📌 0

This was an incredible journey, with, for me, far-reaching implications.

But none of it would’ve been possible without the colleagues and friends who helped challenge, constrain, and co-create the science.

Science remains a collective pursuit.

15/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0

There is much more in the paper, that you'll just have to go and look at yourself. ;-)

14b /n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0

While #computers enforce clean separations—#hardware vs. #software, #micro vs. #macro—the brain doesn’t play along. Wakeful minds #entangle #scales. #Consciousness emerges *not* from separation, but from entwined, and #scale-#integrated dynamics.

14/n

20.07.2025 08:20 — 👍 5    🔁 2    💬 1    📌 0

It also tapped into a deeper theme: #Biological #brains break the rules we use to design #artificial #systems!

And maybe that’s the point.

13/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0

It gave us a #new #perspective on #neurophys #data and the relation to conscious states. Hopefully with some insight into how neural dynamics, across scales, relate to up-keeping wakeful states. And in turn, how a specific type of #fragmentation occurs under anaesthesia.
12/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0
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Anaesthetic-induced unresponsiveness, by contrast, breaks this vertical tether: macroscopic dynamics proliferate and become fragmented, producing an explosion of the number of closed macros discovered on each scale that never consolidate into structured and dominant dynamics

11/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0

I realised that this paradox dissolves if we recognise that conscious experience depends on integration across spatiotemp. scales of brain activity. Here, the wakeful brain sits at a sweet-spot where macroscopic dynamics remain tightly interwoven with their micro-level

10/n

20.07.2025 08:20 — 👍 5    🔁 0    💬 1    📌 0

Our results flipped the script on the old intuition that more emergence means more consciousness.

And just like that (light bulb moment 💡)

9/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0
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Contrasting this with #wake, and to a lesser extent the #dream-like #ketamine anaesthetic state, which display *lower* overall emergence but a far more structured emergence landscape!

It was crazy wild! But it took time to grasp the deeper insight behind it.

8/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0
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Getting into the nitty gritty, we found drug specific effects. First, propofol and xenon both *elevate* emergence while fragmenting the emergent landscape across the #multiscale #heterarchy.

7/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0
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The results overturn an intuitive assumption that richer #consciousness should coincide with greater #emergence. Instead, we show that loss of consc. is characterised by higher emergence (meaning stronger cross-scale decoupling) yet the emergent landscape becomes fragmented

6/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0

We applied DI to source-reconstructed EEG recorded while participants were awake and while consciousness was suppressed by propofol, xenon or ketamine.

What we found was confronting, exciting, and completely reshaped how I think about emergence in the brain.

5/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0

Simply: how do different anaesthetic agents reshape the #dynamical #landscape of neural activity across emergent, macroscopic scales?

We finally had a way to measure it. So, why not be bold enough to test some of our deepest intuitions?

4/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0

Enter: #Dynamical #Closure.
What I was really after was how closed macroscopic scales are from their micro-level generators.

And, how this closure might relate to neural dynamics underlying conscious states, and if it is modulated during unresponsiveness.

3/n

20.07.2025 08:20 — 👍 5    🔁 0    💬 1    📌 0

The starting intuition is that measures of #emergence shouldn’t just quantify how much emergence there is, but also reveal how the resulting emergent #dynamical #landscape is structured and organised.

The real challenge? Figuring out how to do this across scales.

2/n

20.07.2025 08:20 — 👍 4    🔁 0    💬 1    📌 0
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Dynamical independence reveals anaesthetic specific fragmentation of emergent structure in neural dynamics Conscious experience depends on the coordinated activity of neural processes that span multiple scales--from synapses to whole-brain dynamics. A recently introduced measure, dynamical independence, id...

📜🪇[PUBLISHED]: NEW PREPRINT!🪇📜

I am incredibly excited to announce that we have published our paper on how "Dynamical independence reveals anaesthetic specific fragmentation of emergent structure in neural dynamics"
w@thomasandrillon.bsky.social @anilseth.bsky.social Barnett, Carter

Strap in!
1/n

20.07.2025 08:20 — 👍 36    🔁 17    💬 3    📌 5

Was a pleasure to present!! 🎉🤓

08.07.2025 07:58 — 👍 7    🔁 1    💬 0    📌 0

1/ Today at @assc28.bsky.social from the Sussex Centre for Consciousness Science and friends: 9:50am, Kalokainouri Hall, @neuromorphicboki.bsky.social "Unfolding Sleep’s Emergent Dynamical Organisation in the Temporal and Spectral Domains"

08.07.2025 05:46 — 👍 12    🔁 1    💬 1    📌 0
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Today, on our closing day, we begin with the cohesive and clear work of Carmen Miguel. Here she is providing us with a model of chasing movement of pairs of fish. Going beyond just toy examples of collective dynamics!

27.06.2025 08:09 — 👍 1    🔁 0    💬 0    📌 0

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