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msuzen.bsky.social
Physicist | Scientist | #TheoreticalPhysics #Maths #Philosophy #Cosmology #StatisticalPhysics #Quantum #Gravity #DataScience #AI #MachineLearning Own views. Blog: http://science-memo.blogspot.com
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#ReinforcementLearning #RL Congrats to Barto & Sutton. Actually this. one is also physics domain. I wouldn't surprise if they are nominated. for Physics Nobel too. awards.acm.org/about/2024-t...

Bekenstein-Landauer ultimate data storage limit science-memo.blogspot.com/2025/04/ulti... #Cosmology #InformationTheory #StatisticalPhysics

Yes. Zero is even #maths

Pitfalls of exponential function: Statistical Physics to Machine Learning memosisland.blogspot.com/2025/04/soft... #MachineLearning #StatisticalPhysics cc @stephenwolfram.bsky.social

Entia non sunt multiplicanda praeter necessitatem Occam #Overfitting #DataScience #MachineLearning

The concept of Occam's gap Resolution of misconception of overfitting: Differentiating learning curves from Occam curves science-memo.blogspot.com/2023/04/Occa... #Overfitting #MachineLearning #DeepLearning #AI

Using JWST, researchers have monitored an isolated exoplanet for 2.5 of its rotation periods. The object’s variable IR spectrum confirmed previous hints of patchy clouds and provided new evidence of hot spots in the upper atmosphere and fluctuating carbon chemistry.

Very excited about the upcoming Natural Philosophy Symposium in Baltimore, May 29-31. There still some room to register! www.naturalphilosophyhopkins.org/natural-phil...

"A mathematician is a machine for turning coffee into theorems" Paul Erdös #LongCoffee #Maths #AppliedMaths #physics

In-Context Learning meets Chaos In-context learning is quite promising but limitations appear akin to chaotic dynamics. A new Kind of AutoML: memosisland.blogspot.com/2024/05/llm-... #llm #reasoning #InContextLearning #chaos #ai #ChainOfThought #LLMstability #SymbolicAutoML

Brilliant article on Game of Life from Legendary Dr. Wolfram . So rich both mathematically and from statistical physics perspective. cc @stevenstrogatz.com

Focus session on Quantum Machine Learning @apsphysics.bsky.social summit.aps.org/events/MAR-X...

Now _that's_ a dish towel.

Games and statistical physics Entropy production is bound to have a critical temperature that after it doesn’t change. This insight is shown for the first time with such a simple system without resorting to free-energy computations. #statisticalphysics #entropy #games arxiv.org/abs/2503.03769

Start you causal machine learning journey with the looper repo today: Looper : A resource list for causality in statistics, data science and physics github.com/msuzen/looper

Lyapunov-Conjecture for CoT #llms #ai In-context learning as a new kind of symbolic-AutoML: Lyapunov conjecture for CoTs. Available from: www.researchgate.net/publication/...

This type of logical Quantum Error Correction (QEC) is promising indeed #quantum #computing

(1) Repeatability: Same team, same experimental setup (2) Reproducibility: Different team, same experimental setup (3) Replicability: Different team, different experimental setup [*] www.acm.org/publications... cc @odedrechavi.bsky.social #datascience #ai #reproducibility

Nonlinear Dynamics and Chaos A must have course for quantitative scientists and practitioners, critical thinking skills. #ai #datascience #appliedMaths #physics www.youtube.com/playlist?lis... cc @stevenstrogatz.com @sfiscience.bsky.social

We don’t want to stifle innovation, but we do need checks and balances, if we are to get to a positive AI future. Gary Marcus @garymarcus.bsky.social Taming Silicon Valley How We Can Ensure That AI Works for Us, (MIT Press 2024) mitpress.mit.edu/978026255106... #ai #ml

hot take: scientists are great people and should help each other live the best life possible

Metric tensor demystified cc @stevenstrogatz.com @stephenwolfram.bsky.social science-memo.blogspot.com/2024/04/metr...

Reversibility paradox meets causality with cellular automata cc @stephenwolfram.bsky.social H-theorem do-conjecture: arxiv.org/abs/2310.01458 Ising-Conway Games: memosisland.blogspot.com/2023/10/isin... #causality #gameOfLife #reversibilityParadox

Understanding combinatorics via cartesian products It is amazing that repeated cartesian products are sufficient to count in complex situations cc @stevenstrogatz.bsky.social memosisland.blogspot.com/2024/09/comb...

Causality: A new science of data looper : A resource list for causality in statistics, data science and physics github.com/msuzen/loope... #causality #causalAI #inference