If you don't have at least a bit of contextual knowledge of any subject you ask AI about, you will be pawned. You will be pawned by AI hard. The usual stochastic parrot text generation looks like this:
Question
AI: Answer
Is that small part correct?
AI: Oh, you are right about that.
Further question
AI: Further Answer
What about the small detail, shouldn't it be like ... ?
AI: You are absolutely correct, let's change it so...
#ai #stochastic #stochasticparrots #chatgpt #openai #gemini #llm #llms

'On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations', by Antoine Godichon-Baggioni, Nicklas Werge.

http://jmlr.org/papers/v26/23-1565.html

#streaming #stochastic #optimization

Reading Material With Lunch, Etc – Getting Back To My Roots
--
https://doi.org/10.4324/9780429270284 | Thornes, J. B., Brunsden, D. (1977). Geomorphology and time. London: Methuen
--
I saw this book on another post - and so went and found a copy at a 2nd hand book shop…
Looking forward to lunches at work with a cup of tea and maybe a couple of rainy Sundays at home…
--
#geomorphology #text #book #landforms #learning #refamiliarisation #readingforpleasure #framework #model #processes #geology #water #hydrology #weather #climate #erosion #time #spatialanalysis #spatiotemporal #temporal #qualitative #quantitative #change #stochastic #evolution

Nabeel et al. present a method to derive models of theoretical ecology from stochastic time series data. This data-driven method may help empirical tests of ecological theories and to discover unknown principles. Read now ahead of print!
https://www.journals.uchicago.edu/doi/10.1086/734083

#theoreticalEcology #ecology #stochastic #theory

@kevinrns

Ah, right. I suspect the Felon-in-Chief's stochastic terrorism is responsible for that. Public figures don't want the abuse-and-threats firehose turned on them.

#FelonInChief #stochastic #terrorism #StochasticTerrorism #abuse #threat

Okay, terrible, sure, but if we save all that text I'm pretty sure we can predict the future, but only if our hearts are pure. #Microsoft is fighting a fierce battle behind the scenes against the spirit of Prophecy, which has just won a major victory.

Of course, like channelers of prognostication in ancient Greece, Microsoft is also mentally ill to the point of losing contact with all external reality. Such is the case with oracles 🤷

#ConspiracyTheory #prophecy #random #stochastic

📸 PORTRAIT / Stochastic Analysis in the Sciences — Mathematiker Benjamin Gess erforscht an der TU Berlin, wie zufällige Schwankungen komplexe Systeme beeinflussen und dabei Klima, Technik oder Wirtschaft verändern können. #Assignment #Portrait #Mathematics #DataScience #AI #Stochastic #TU_Berlin

'The ODE Method for Stochastic Approximation and Reinforcement Learning with Markovian Noise', by Shuze Daniel Liu, Shuhang Chen, Shangtong Zhang.

http://jmlr.org/papers/v26/24-0100.html

#stochastic #stochastically #martingale

MAGA Musk Matrix https://freedomnews.org.uk/2025/02/28/the-matrix-re-edited/

Farcebooked
https://www.inc.com/jeff-haden/research-reveals-how-many-likes-it-takes-for-facebook-to-know-you-better-than-your-spouse.html

https://en.wikipedia.org/wiki/Inverted_totalitarianism

#ai
#algorithm #Capitalism #dystopia #enshittification #Meta #Panopticon #Stochastic #Totalitarianism

Introduction to Stochastic Calculus — https://jiha-kim.github.io/posts/introduction-to-stochastic-calculus/
#HackerNews #Introduction #to #Stochastic #Calculus #StochasticCalculus #MathFinance #DataScience #Learning

'Random ReLU Neural Networks as Non-Gaussian Processes', by Rahul Parhi, Pakshal Bohra, Ayoub El Biari, Mehrsa Pourya, Michael Unser.

http://jmlr.org/papers/v26/24-0737.html

#stochastic #autocovariance #gaussian

'Deep Backward and Galerkin Methods for the Finite State Master Equation', by Asaf Cohen, Mathieu Laurière, Ethan Zell.

http://jmlr.org/papers/v25/24-0215.html

#galerkin #stochastic #games

shit got serious.

https://ubuweb.com/

#ubuweb #poetry #aleatoric #transgressive #stochastic #queer #futureinthepast

odd person – ▲▲▲▲▲
#Electronic #dub #electroacoustic #exotica #experimental #hiphop #improvisation #microtonal #newage #psychedelic #stochastic #systemsmusic #techno #StAugustine
CC BY-NC-SA (#CreativeCommons Attribution Non Commercial Share Alike) #ccmusic
https://povertyelectronics.bandcamp.com/album/-

'Fisher information dissipation for time-inhomogeneous stochastic differential equations', by Qi Feng, Xinzhe Zuo, Wuchen Li.

http://jmlr.org/papers/v25/24-0206.html

#langevin #stochastic #lyapunov

'Optimizing Noise for f-Differential Privacy via Anti-Concentration and Stochastic Dominance', by Jordan Awan, Aishwarya Ramasethu.

http://jmlr.org/papers/v25/23-1624.html

#privacy #stochastically #stochastic

#Coalescence

#Stochastic concept #album based on the #overtone series.

I hope you will enjoy!

https://elijax.bandcamp.com/album/coalescence

@electronicmusic

#Sunday #electronic #music #synth #original #fedimusic #mastomusic #producer #composer #Italy #contemporary #experimentalmusic

Stochastic thermodynamics:
#stochastic #thermodynamics #computing #energy #informationprocessing
♨️

https://phys.org/news/2024-10-stochastic-thermodynamics-key-energy.html

'Compressed and distributed least-squares regression: convergence rates with applications to federated learning', by Constantin Philippenko, Aymeric Dieuleveut.

http://jmlr.org/papers/v25/23-1040.html

#stochastic #randomizing #compression

Working on the #release of our #RandomWalker #R #package version 0.2.0

:)

#R #RStats #RProgramming #Programming #Coding #Stochastic #Random #Finance