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Mehtaab Sawhney (@mehtaab_sawhney)

Vishesh Jain과 Clayton Mizgerd가 GPT-5.4 Pro를 사용해 마코프 체인 이론의 중요한 결과를 증명한 최근 논문이 소개되었습니다. 최신 AI 모델이 수학/이론 연구에 활용된 사례로, 고난도 정리 증명에 생성형 모델이 쓰였다는 점이 주목됩니다.

https://x.com/mehtaab_sawhney/status/2041354267286737243

#gpt54pro #markovchains #mathresearch #llm #ai

Mehtaab Sawhney (@mehtaab_sawhney) on X

In a beautiful recent paper, Vishesh Jain and Clayton Mizgerd used GPT-5.4 Pro to prove a striking result in the theory of Markov chains: https://t.co/KU8nGjHiB7 They study the adjacent transposition Markov chain on the symmetric group. A conjecture of Fill, recently settled by

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Francois Dion Jan 14

Where the fun starts was to cover the markov chains aspect. Keeping this ultra simple, the decision will work as follow. I flipped a coin 48 times and wrote the results. That will be my "score".

I am starting at middle C and, at each bar, for Head, I'll go up, and for Tails, I'll go down. I'll only use the C Major scale. Once written down, I played this in real time on my Ensoniq VFX SD.

#markovchains #music #math #probabilities #electronica #live #jamuary #jamuary2026

nik Mar 24, 2024

Patternuary 13 (2024)

https://see.ellipsenpark.de/w/5KVeHYuen5FxozJcjmT7bc

Patternuary 13 (2024)

PeerTube

Rosy Maths Nov 6, 2025

Beginner #MarkovChains question:
I'm working on a small analysis program for a friend. It's already existing code where you select a number of labels from a labelled sequence of interactions and then supposedly get a transition matrix from them.

BUT - the code ignores intermediate labels when counting transitions.
e.g. if a sequence has three labelled members w,x,y, and you only want to analyse w, and y, the current code would count that as a transition from w to y, ignoring the intervening x.

This does not seem appropriate for calculating transition probabilities. If I understand correctly, this should not be counted at all, since the transition was w -x, then x-y.

Does that sound like I have understood correctly?

N-gated Hacker News Sep 23, 2025

🚨 BREAKING: High school essay from 2012 declares *Markov Chains* as the OG language models! 🙄 Apparently, *Linear Algebra 101* had all the answers before #AI got cool. Who knew teenage musings could redefine the hype cycle? 😂
https://elijahpotter.dev/articles/markov_chains_are_the_original_language_models #MarkovChains #LinearAlgebra #HypeCycle #TeenageMusings #HackerNews #ngated