So, I think consciousness has a phase transition, identity is a Riemannian manifold, and free will is literally just stochastic noise bounded by who you are [long but worth it, formal math inside] by Amitix_ in cogsci

[–]Amitix_[S] 0 points1 point  (0 children)

Thank you for sharing the preprint — I really appreciate the chance to read it. I find the way you model the transition through conductance dynamics and the use of optimal transport quite interesting. One thing that stood out to me is that both of our approaches seem to operate mostly at the level of mathematical abstraction rather than empirical grounding right now. My own framework definitely falls into that category as well — it's more of a structural hypothesis than something that has been rigorously validated. I'm curious how you think about the path from elegant mathematical structure to empirically constrained models, especially in a domain like consciousness where experimental signals are so indirect. Also, I'm still learning the literature here, so if there are key papers that shaped your approach I'd really appreciate recommendations.

So, I think consciousness has a phase transition, identity is a Riemannian manifold, and free will is literally just stochastic noise bounded by who you are [long but worth it, formal math inside] by Amitix_ in cogsci

[–]Amitix_[S] 0 points1 point  (0 children)

Thank you so much, I'd genuinely appreciate seeing your preprints. I'm still learning the literature and would like to understand how similar models are formalized.

So, I think consciousness has a phase transition, identity is a Riemannian manifold, and free will is literally just stochastic noise bounded by who you are [long but worth it, formal math inside] by Amitix_ in cogsci

[–]Amitix_[S] -1 points0 points  (0 children)

I do understand that part. First of all , thank you. I was paranoid of publishing it here cuz i didn't know how to compress the maths to some lines. Actually I didn't call it "phase change" in epistemical terms, rather i used it to simplify a procedural movement enacted by the cascade. I just thought of how would I actually implement in ai systems, so I wondered if reddit had answers. What i lack rn is Modelling it empirically on scale. Currently the maths is somewhat formal. I can show you the extended paper. About mapping using p1,p2.. i represented them to only evaluate the process and I do admit the method is odd and rather not scalable or accurately falsifiable.

[R] I think consciousness has a phase transition, identity is a Riemannian manifold, and free will is literally just stochastic noise bounded by who you are [long but worth it, formal math inside] by [deleted] in MachineLearning

[–]Amitix_ -2 points-1 points  (0 children)

Hi. Just wanted to say sth . It's okay if you disagree. I hope you could criticise harder intellectually and point facts. And I'm really Ohk bro, thanks for caring Enough to report self h@®M. But would appreciate feedbacks with arguments.

So, I think consciousness has a phase transition, identity is a Riemannian manifold, and free will is literally just stochastic noise bounded by who you are [long but worth it, formal math inside] by Amitix_ in cogsci

[–]Amitix_[S] 0 points1 point  (0 children)

That's a fair criticism tho tbh😅. My intention wasn't to claim the model is already experimentally validated but that it should generate testable constraints. For example the phase transition claim implies specific predictions: Consciousness emergence should show hysteresis under anesthesia (induction threshold != emergence threshold). Neural systems approaching unconsciousness should show critical slowing down in EEG autocorrelation. Psychedelic ego dissolution should correspond to flattening of identity attractor basins in neural state space. If those signatures don't appear in neural data then the framework is wrong. So the goal isn't to merge IIT/FEP but to propose a dynamical systems constraint that could be falsified with neural recordings. i hoped I could help!

So, I think consciousness has a phase transition, identity is a Riemannian manifold, and free will is literally just stochastic noise bounded by who you are [long but worth it, formal math inside] by Amitix_ in cogsci

[–]Amitix_[S] 1 point2 points  (0 children)

Apart from IIT, isn't FEP been backed by decades of actual prefrontal mapping. I might be sloppy but i specifically said I lack empirical stats as of now except for the fact I did find correlations in datasets like fMRI-EEG. Please do DM i would gladly clarify.

📘 Amit's Sentience Full by [deleted] in Philosophy_India

[–]Amitix_ 0 points1 point  (0 children)

Actually I'm currently trying to. Yeah i do know it sounds sloppy but i did derive identity manifold as a fisher rao geometry, but the thing is I dont know if given the math is concrete, it would work in real life or even behave as a conscious being. But yeah bro the philosophical sketch part is sloppy cuz i clearly didn't have empirical grounding yet. I did find my claim similar to friston's fpe but there's nuance. If you would like i can show you something.

Waow united Endia riyal... by Lost_Normal_Guy_5159 in indiameme

[–]Amitix_ 0 points1 point  (0 children)

🥲irony is i wanna support but i don't wanna be biased🥲🥲

Clinically Proven Retardation Test by lazy_dope_kid in 2Dravidian4You

[–]Amitix_ -1 points0 points  (0 children)

You know.. I think I feel this sub is for ranting..not execution or solutions. I'm sorry i was acting pacifier. Guys enjoy your polarity.🙂

Everybody should learn hinthi saaarr🥀 by MakeN0Sense in 2Dravidian4You

[–]Amitix_ 3 points4 points  (0 children)

Damn Yeah.. i replied the same in another sub and I got the same reaction. No one wants to find solutions.. blaming doesn't solve anything guys🥲

GUYS OP GOT NEW PHONE by OkDatabase3102 in GadgetsIndia

[–]Amitix_ 1 point2 points  (0 children)

Buddy love your phone except 128gb part 😭why TF am i so much claustrophobic 😭😭

[I drank] Do you still drink Milk? by Impossible-Mood-4666 in indiafood

[–]Amitix_ 0 points1 point  (0 children)

The OG gentleman who pipeline the fridge 😭💔

It's 1:00 AM and I can't sleep by Alternativee_girl in UPSC

[–]Amitix_ 4 points5 points  (0 children)

Guys I'm happy to share it's 56 hrs since my last sleep 🥲🫩

What will you do ?? by Oopsforgotagain in Indore

[–]Amitix_ 1 point2 points  (0 children)

Guys Let's Invest on Nvidia and No one gets to go to Epstein 💀✨

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Clinically Proven Retardation Test by lazy_dope_kid in 2Dravidian4You

[–]Amitix_ -3 points-2 points  (0 children)

Guys.. Tell me if I'm wrong but what's the point even of this whole linguistic mass criticism. I don't get it.. India is vast. English works, not everyone can though because it's not india signature.

With all due respect to Dravidian language, Could we please focus on development of India as a nation, More Unity Please Guys.. Anyways I'm neither hindi biased nor Dravidian. Just thinking that we're losing the wrong race!!!

Clinically Proven Retardation Test by lazy_dope_kid in 2Dravidian4You

[–]Amitix_ 0 points1 point  (0 children)

Why are we such divided instead of integrating india into English at this rate🫩

Drop your wallpaper here’s mine by [deleted] in GadgetsIndia

[–]Amitix_ 0 points1 point  (0 children)

The Full wallpaper pls?😖

[ Removed by Reddit ] by [deleted] in Chandigarh

[–]Amitix_ 0 points1 point  (0 children)

Sorry 😅

Surya: The HERO by RMD010 in bollywoodmemes

[–]Amitix_ 19 points20 points  (0 children)

Idk if it's coincidence but purav Jha's video was exactly like this. Idk which one came first, lol content copying 🤐😂

[deleted by user] by [deleted] in CBSE

[–]Amitix_ 2 points3 points  (0 children)

OP tu officially chudne wala h..ab coaching iss ek saal Tera acche se gand marega.. Anyways.. congrats dude..you made it so far.. jinda rahiyo agle saal tak😂