[HN Gopher] Behavior of spin glasses
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Behavior of spin glasses
Author : Brajeshwar
Score : 36 points
Date : 2022-11-12 14:48 UTC (8 hours ago)
(HTM) web link (phys.org)
(TXT) w3m dump (phys.org)
| WJW wrote:
| I absolutely adore that we can predict these systems very well in
| infinite dimensions and some cutting-edge theories can perform
| well down to only 8 dimensions, but theories describing the
| behavior of 3-dimensional systems are apparently still some way
| off and may be impossible.
|
| This reminds me of one of my favorite mathematician jokes: A
| doctor is invited to a maths conference by their mathematician
| friend. After they come out of one particularly difficult talk
| about 12-dimensional string theory they ask their friend: "It was
| very interesting but how can you possibly visualize a
| 12-dimensional system???!?". The friend replies: "Oh it's quite
| simple really: you just visualize an N-dimensional systems and
| then set N=12!".
| zitterbewegung wrote:
| Honestly it's best to visualize a n dimensional system by a
| bunch of sliders that can have various values. Like in 4d to
| visualize that system you have a rotation slider similar to a
| movie but the axis isn't time.
| hobs wrote:
| Why not just a spreadsheet? I guess that might not be
| visualization...
| PaulHoule wrote:
| Why visualize it when you can just compute an integral?
|
| https://phys.libretexts.org/Bookshelves/Thermodynamics_and_S.
| ..
| modeless wrote:
| Geoff Hinton gave this wisdom in one of the lectures of his
| legendary Coursera deep learning course: "To deal with hyper-
| planes in a 14-dimensional space, visualize a 3D space and say
| 'fourteen' to yourself very loudly. Everyone does it."
| PaulHoule wrote:
| Generically in the theory of phase transitions and critical
| phenomena the infinite dimensional case is easy because mean
| field theory works, but there is some dimension at which that
| breaks, frequently N=6, and you can write an asymptotic
| expansion in N-e for the critical exponents which converges
| enough for most things that you can get the right answers in 3
| dimensions.
|
| We worked through this book when I was in grad school...
|
| https://www.amazon.com/Theory-Critical-Phenomena-Introductio...
| onos wrote:
| Problem with these systems is that you can't study their
| equilibrium with simulations. That's cause their equilibrium
| time scale gets longer and longer as you lower temp and it
| becomes too expensive to simulate long enough to get there. So
| it's all theory and there are no models yet that can be fully
| characterized analytically.
| carlob wrote:
| To be fair the mean field, or infinite dimensional version of a
| lattice system is fairly easy to visualize, because it's just
| the complete graph.
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