Lmst

Valeriy M., PhD, MBA, CQFpredict_addict@sigmoid.social

2025-06-14

#causality

This is next-gen causal inference—ready for high-stakes, high-noise, high-dimensional environments.

https://vitaliset.github.io/cqr-cate/

#conformalprediction #causality

New preprint: Functional Causation Beyond Spacetime: A Non-Metric Framework for Temporal Structure

Can causal direction emerge from internal asymmetries rather than geometry?

📄 PDF: https://philpapers.org/rec/LENFCB
🔍 #Causality #ModalLogic #StructuralRealism #PhilosophyOfPhysics

Philosopher of science working at the interface of causality, spacetime and quantum structure. I explore functional approaches to temporal ordering beyond metric geometry.

#PhilosophyOfPhysics #Causality #QuantumGravity #ScientificMetaphysics

“ Conformal Prediction Methods for Distribution Shifts and Causal Effect Estimation”

#conformalprediction #causality

Painting on paper, 20 x 30 cm: Ambiguous impulses for your mental cinema!
#kunst #contemporaryArt #mentalCinema #analogArt #painting #rubberStamp #reliefPrinting #saveBioDiversity #climateActionNow #systemChange #endFossilFuels #makeArtNotWar #noAFD #NoRacism #NoFascism #humanRights #humanDignity #Нетвойны #scribbles #dots #tinCan #frogs #amphibians #flag #questions #why #reasons #because #causality #correlation

”Prehension unifies causality, perception, and memory into a single notion of “feeling.” …our bodies feel causal efficacy directly. When you flick a light switch and your pupils contract, that is causality-in-experience. …feeling, aim, and purpose arise within nature, not by external imposition.”
—Matthew Segall, Prehensions, Propositions, and the Cosmological Commons
#whitehead #prehension #causality #perception #memory

The assumption is that there are certain physical laws (‘equations’) that all matter must obey, epitomized in the Newtonian paradigm. In sum, this is an ‘upward’ theory of causation.
—Aloisius H. Louie, More Than Life Itself: A Synthetic Continuation in Relational Biology
#assumption #causality

BTW,

#RFKJr is not a dumbarse because he talks shit, he talks shit because he's a dumbarse.

#causality #contingency

...so naturally there's more. Reading off bits via incommensurate scales breaks some important symmetries. Since our first pass notions on #Causality are time dependent we have our first suspect source of the
" flaky" bits on the time axis in the #Tiimespace of #Relativity. We don't need extremal conditions to require time corrections in practical applications as satellites in near Earth orbit need relativistic corrections for GPS to work at all. Relativity is odd but it works extremely well

pip install -U git+https://github.com/jgreathouse9/mlsynth.git

🔗 Read the full post here:
https://jgreathouse9.github.io/docs/scmo.html

#conformalprediction #causality

Machine learning revolutionises industries, yet understanding causality remains a challenge. By integrating causal models, AI can provide deeper, more interpretable insights beyond mere correlations. Overcoming practical hurdles is key to future breakthroughs. Could causality be the next frontier? #MachineLearning #AI #Causality #TechInsights https://www.kdnuggets.com/is-causality-the-next-frontier-for-machine-learning

The difference between the perspectives of classical physics and those of the Copenhagen School was therefore rooted in different views of the basic philosophical concepts: objectivity, phenomenon, causality and physical reality. The actual revolution in the philosophical foundations of physics consisted in Bohr’s seeing himself as obliged to redefine these concepts in order to retain them within the framework of the new physics. At the same time this meant a redefinition of the criteria of science.
—Suzanne Gieser, The Innermost Kernel
#bohr #physics #objectivity #phenomenon #causality #reality

#simplicialcomplex + #Causality +#Reservoircomputing:
"Higher-order Granger reservoir computing: simultaneously achieving scalable complex structures inference and accurate dynamics prediction" https://www.nature.com/articles/s41467-024-46852-1

#dynamicalsystem #ML #AI

🧪 “A/B test proves causality with certainty.”
I read this on LinkedIn today. Confident. Bold.
But truth is:
✔️ Correlation ≠ causality
✔️ Experiments ≠ certainty
Just better guesses.
My reflection 👉 https://richardgolian.com/article/im-surprised-by-the-confident-use-of-words-like-certainty-and-causality
#data #causality #stats #marketing #ads #statistics

“Our collective capacity to make new choices about what to do with all our power will determine the fate of our species. The thing that’s so scary and frustrating and hard is that it seems out of our control.” aeon.co/essays/causa... #causality #humans #technology

Causal understanding is not a ...

Discussion post for Achieving Causality with Physical Clocks -- A Summary

#DistributedSystems #Causality #TimeKeeping #Research #research_review #msu #published_paper #distributed_systems

#Nichiren #NichirenShoshu #NichirenDaishonin #TrueBuddhism #TheLaw #Causality #Causeandeffect #conciousness #spiritualism #beautiful #nature #literature #Follow #tantra #Orlando #style #travel #repostlove #Peace #beachlife #instalike #realitychallenge #coolvibes #Healingrythms #healingmusic

'Directed Cyclic Graphs for Simultaneous Discovery of Time-Lagged and Instantaneous Causality from Longitudinal Data Using Instrumental Variables', by Wei Jin, Yang Ni, Amanda B. Spence, Leah H. Rubin, Yanxun Xu.

http://jmlr.org/papers/v26/23-0272.html

#causal #causality

Recent @DSLC club meetings:

:rstats: The Effect: A Gallery of Rogues: Other Methods https://youtu.be/fxO_B3oT0ac

:python: Generative AI Handbook: & Chapter 12 Decoder-Only Transformers
https://youtu.be/RiXLq-wY9hM

:rstats: Health Metrics and the Spread of Infectious Diseases: Causes and Risks
https://youtu.be/Y0HVYdb8Ie8

🔵 Shiny Club https://youtu.be/qo3ge3Qck6Q

Visit https://dslc.video for hours of new #DataScience videos every week!

#RStats #causal #causality #PyData #GenAI #AI #DeepLearning #RShiny

#causality

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