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We love Bayesian Networks and Causal Inference

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John Cusack @johncusack.bsky.social · 24/05/2025
@freedom.press
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www.ar-tiste.xyz @rrtucci.bsky.social · 29/05/2025
Mappa Mundi Causal Genomics challenge www.reddit.com/r/bioinforma...
reddit.com
Mappa Mundi Causal Genomics Challenge
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Michael Bang Petersen @m-b-petersen.bsky.social · 23/05/2025
In 2010, Mark Zuckberberg became Time's "Person of The Year". The article is surreal reading today. Here are just two quotes: "As for money, his indifference to it is almost pathological" "Facebook wants to...tame the howling mob...The Internet, and the whole world, will feel more like a family"
Time Magazine's cover with Mark Zuckerberg.
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John Cusack @johncusack.bsky.social · 24/05/2025
I don’t believe they even pray - to whom? What god would justify the slaughter of children ?
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John Cusack @johncusack.bsky.social · 20/05/2025
What was the point of a 25 hour filibuster not going to call the genocide - and call for it to be stopped?
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John Cusack @johncusack.bsky.social · 21/05/2025
, Smotrich declares: “We are disassembling Gaza, and leaving it as piles of rubble, with total destruction [which has] no precedent globally. And the world isn’t stopping us.” Zvi Sukkot - “ Everyone got used to the idea that you can kill 100 Gazans in one night … And nobody in the world cares.”
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John Cusack @johncusack.bsky.social · 22/05/2025
Had enough yet ?
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🦋MOM🦋 @momcjl.bsky.social · 20/05/2025
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www.ar-tiste.xyz @rrtucci.bsky.social · 18/05/2025
causal AI, inference, genomic, genomics, DREAM3, discover DAG, bioinformatics Mappa Mundi Causal Genomics Challenge www.reddit.com/r/bioinforma...
reddit.com
From the bioinformatics_causal community on Reddit: Mappa Mundi Causal Genomics Challenge
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John Cusack @johncusack.bsky.social · 17/05/2025
Sick nypost.com/2025/05/17/u...
nypost.com
NYU withholds diploma from student who decried ‘genocide’ in Gaza during commencement speech — as Dem says, ‘Good luck getting a job’
“You know, in fact, they can give him his diploma, it’s not going to matter. Good luck getting a job. That was a stupid, selfish thing — ruined the ceremony for a lot of families.”
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Sergey Frolov🇺🇦 @spinespresso.bsky.social · 07/05/2025
It is weird to issue an Editorial Expression of Concern, and call the case 'closed', isn't it? (@ Nature Communications) www.science.org/content/arti...
science.org
‘Data manipulations’ alleged in study that paved the way for Microsoft’s quantum chip
Internal emails from 2021 reveal tensions among researchers hunting for elusive Majorana particle
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www.ar-tiste.xyz @rrtucci.bsky.social · 04/05/2025
causal AI, inference, genomic, genomics, DREAM3, discover DAG Mappa Mundi Causal Genomics Challenge www.reddit.com/r/bioinforma...
reddit.com
Mappa Mundi Causal Genomics Challenge
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Saffet Gökçen Şen @saffetgokcensen.bsky.social · 29/04/2025
open.spotify.com/track/5z2Hrh...
open.spotify.com
Şeker Almaya Geldim
Songül Karlı · Oralıyam Ben · Song · 2014
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Saffet Gökçen Şen @saffetgokcensen.bsky.social · 29/04/2025
www.wiley.com/en-au/Statis...
wiley.com
Statistics, 4th Edition International Student Edition
<p>Renowned for its clear prose and no-nonsense emphasis on core concepts, Statistics covers fundamentals using real examples to illustrate the techniques. The Fourth Edition has been carefully revise...
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www.ar-tiste.xyz @rrtucci.bsky.social · 26/04/2025
Causal Inference, AI, Genomics www.reddit.com/r/CausalInfe...
reddit.com
From the CausalInference community on Reddit: Mappa Mundi Causal Genomics Challenge (Update 1)
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www.ar-tiste.xyz @rrtucci.bsky.social · 24/04/2025
qbnets.wordpress.com/2025/04/24/m... Causal Inference, Causal AI, Bayesian Networks, Causal Genomics
qbnets.wordpress.com
Mappa Mundi Causal Genomics Challenge (Update 1)
On April 11, I announced the Mappa Mundi Causal Genomics Challenge, which involves discovering a causal DAG for the DREAM3 dataset. After 2 weeks of intense work, I have finally completed my contes…
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www.ar-tiste.xyz @rrtucci.bsky.social · 11/04/2025
The Mappa Mundi Causal Genomics Challenge (Causal AI, Bayesian Networks, Causal Inference) www.reddit.com/r/CausalInfe...
reddit.com
From the CausalInference community on Reddit
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www.ar-tiste.xyz @rrtucci.bsky.social · 27/03/2025
Mappa Mundi is free open source software that seamlessly combines LLM and causal inference. We are currently applying Mappa Mundi to discover Gene Regulatory Network (GRN) of Yeast (6,000 genes). A prelude to finding GRN for humans (21,000 genes) AI, Bayesian Networks github.com/rrtucci/mapp...
github.com
GitHub - rrtucci/mappa_mundi: Causal DAG Extraction from Text (DEFT)
Causal DAG Extraction from Text (DEFT). Contribute to rrtucci/mappa_mundi development by creating an account on GitHub.
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Sergey Frolov🇺🇦 @spinespresso.bsky.social · 18/03/2025
If you want to read the whole thing in pdf www.linkedin.com/posts/vincen...
linkedin.com
Comments on Microsoft qubit claims APS MM 25 | Vincent Mourik
BREAKING: first fresh comments on the APS March meeting talk that finished just now. While Sergey wrote it, I contributed to this commentary and stand behind…
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Henry Legg @henrylegg.bsky.social · 18/03/2025
Microsoft want you to believe this data shows the X measurement of a topological qubit. As an expert in this field here is my scientific take on what I see in this data: 💩💩💩💩💩
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Sergey Frolov🇺🇦 @spinespresso.bsky.social · 18/03/2025
If you are too busy to read (which is sad because I worked very hard...)
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www.ar-tiste.xyz @rrtucci.bsky.social · 16/03/2025
qbnets.wordpress.com/2025/03/16/j... Causal Genomics, Causal Inference, Causal AI New paper entitled "Discovering Causal DAGs for genes via Mappa Mundi algorithm"
qbnets.wordpress.com
Just uploaded paper for my next open source software “Gene Causal Mapper”
I just started a public github repo for my next open source (MIT license) software called “Gene Causal Mapper” (or gcmap for short). So far the repo contains only a 7 page paper explain…
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www.ar-tiste.xyz @rrtucci.bsky.social · 10/03/2025
qbnets.wordpress.com/2025/03/10/c... Bayesian Networks, Causal AI, Causal Inference, Causal Genomics
qbnets.wordpress.com
Causal Genomics and the quest to discover a causal DAG for 21,000 human genes
This blog post is to inform my friends that I’ve added several new chapters to my FREE book Bayesuvius. More specifically, I’ve added chapters entitled Dynamical Systems Autoregulon Net…
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www.ar-tiste.xyz @rrtucci.bsky.social · 06/03/2025
Prototype Open Source software already exists that seamlessly combines LLM, and causal Inference WITHOUT USING INEFFICIENT RL, or AGENTS github.com/rrtucci/mapp... See also my free open source book (1000 pgs) on Bayesian Networks & causal AI github.com/rrtucci/Baye...
github.com
GitHub - rrtucci/mappa_mundi: Causal DAG Extraction from Text (DEFT)
Causal DAG Extraction from Text (DEFT). Contribute to rrtucci/mappa_mundi development by creating an account on GitHub.
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www.ar-tiste.xyz @rrtucci.bsky.social · 28/02/2025
Yoshua Bengio et al have written a blatantly dishonest paper. You be the judge if you don't believe me. Ask me questions if you disagree. How can you trust a dishonest guy like that with AI safety? qbnets.wordpress.com/2025/02/24/j...
qbnets.wordpress.com
Yoshua Bengio et al publish dishonest paper
Check out: “Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?”, byYoshua Bengio, Michael Cohen, Damiano Fornasiere, Joumana Ghosn, Pietro Greiner, Ma…
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www.ar-tiste.xyz @rrtucci.bsky.social · 26/02/2025
qbnets.wordpress.com/2025/02/24/j...
qbnets.wordpress.com
Yoshua Bengio et al publish dishonest paper
Check out: “Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?”, byYoshua Bengio, Michael Cohen, Damiano Fornasiere, Joumana Ghosn, Pietro Greiner, Ma…
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www.ar-tiste.xyz @rrtucci.bsky.social · 24/02/2025
qbnets.wordpress.com/2025/02/24/j... Yoshua Bengio's new paper not very honest. Causal AI. Causal Inference. Bayesian Networks.
qbnets.wordpress.com
Yoshua Bengio et al publish dishonest paper
Check out: “Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?”, byYoshua Bengio, Michael Cohen, Damiano Fornasiere, Joumana Ghosn, Pietro Greiner, Ma…
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Sergey Frolov🇺🇦 @spinespresso.bsky.social · 19/02/2025
A PubPeer post adapted from a peer review of a Microsoft paper where they introduce their false "nonlocal gap" technique, used in subsequent TGP PRB and in new Nature. The paper was rejected but Microsoft ignored advice and submitted elsewhere. pubpeer.com/publications...
pubpeer.com
PubPeer - Closing of the induced gap in a hybrid superconductor-semico...
There are comments on PubPeer for publication: Closing of the induced gap in a hybrid superconductor-semiconductor nanowire (2021)
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www.ar-tiste.xyz @rrtucci.bsky.social · 10/02/2025
Causal Inference, Causal AI, LLM, Bayesian Networks github.com/rrtucci/mapp...
github.com
GitHub - rrtucci/mappa_mundi: Causal DAG Extraction from Text (DEFT)
Causal DAG Extraction from Text (DEFT). Contribute to rrtucci/mappa_mundi development by creating an account on GitHub.
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Lingfei Wang @lingfeiwang.bsky.social · 28/01/2025
🚨 Excited to share our latest method for single-cell eQTL (sceQTL) mapping: AirQTL! 🌪️ It's 10^8 times faster 🌟, enabling the first cell state-specific causal gene regulatory network (GRN) inference. A 🧵: 1/n
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www.ar-tiste.xyz @rrtucci.bsky.social · 28/01/2025
www.reddit.com/r/CausalInfe... DeepSeek deeply flawed tool for doing Causal Inference
reddit.com
From the CausalInference community on Reddit
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www.ar-tiste.xyz @rrtucci.bsky.social · 24/01/2025
🚨🚨My FREE book Bayesuvius on Causal AI and Causal Inference will soon have multiple chapters on Causal Genomics. I'm currently writing them. My PhD is in physics, so I am learning this biolingo for 1st time. I promise never to work for Larry Ellison LOL www.reddit.com/r/CausalInfe...
reddit.com
From the CausalInference community on Reddit
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www.ar-tiste.xyz @rrtucci.bsky.social · 15/01/2025
FREE open source book entitled "Bayesuvius" . Bayesuvius (950 pages) is a visual dictionary on Bayesian networks, Causal Inference & Causal AI. SOON also on Causal Genomics. qbnets.wordpress.com/2020/11/30/m...
qbnets.wordpress.com
My Free Open Source Book “Bayesuvius” on Bayesian Networks and Causal Inference
THIS BOOK IS CONTINUOUSLY BEING IMPROVED AND EXPANDED. MAKE SURE YOU HAVE THE LATEST VERSION FROM GITHUB FOR MAXIMUM SATISFACTION.  RECOMMENDED: (950 pages, 13MB) PDF: Here is the GitHub commit pag…
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www.ar-tiste.xyz @rrtucci.bsky.social · 12/01/2025
Causal Genomics, Causal AI, Causal Inference www.reddit.com/r/CausalInfe...
reddit.com
From the CausalInference community on Reddit
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www.ar-tiste.xyz @rrtucci.bsky.social · 10/01/2025
Causal Inference, Causal AI, LLM, Bayesian Networks
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Jeremy Howard @howard.fm · 19/12/2024
The BERT family might not be trendy. But people *actually use them*. E.g. RoBERTa, one of the leading BERT-based models, has more downloads than the 10 most popular LLMs on HuggingFace combined. In fact, BERT-style models add up to over a billion downloads per month!
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www.ar-tiste.xyz @rrtucci.bsky.social · 07/01/2025
How Mappa Mundi distinguishes between correlation and causation. causal inference, causal Ai, LLM
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www.ar-tiste.xyz @rrtucci.bsky.social · 04/01/2025
qbnets.wordpress.com/2025/01/04/y... Yuck, Chain of Thought prompting (CoT) is a loser idea causal inference, causal ai, bayesian networks
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www.ar-tiste.xyz @rrtucci.bsky.social · 01/01/2025
Discussion of MIT paper entitled "Decomposing causality into its synergistic, unique, and redundant components" and software entitled "SURD" causal ai, causal inference qbnets.wordpress.com/2025/01/01/d...
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www.ar-tiste.xyz @rrtucci.bsky.social · 01/01/2025
www.reddit.com/r/CausalInfe... Causal AI, Causal Inference, Causal Phase Transition, Causal Discovery, Mappa Mundi
reddit.com
From the CausalInference community on Reddit: Shouldn’t we expect first and second order phase transitions in Causal DAG discovery?
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www.ar-tiste.xyz @rrtucci.bsky.social · 28/12/2024
qbnets.wordpress.com/2024/12/28/s... Shouldn’t we expect first and second order phase transitions in Causal DAG discovery?
qbnets.wordpress.com
Shouldn’t we expect first and second order phase transitions in Causal DAG discovery?
Mappa Mundi (MM) is the part of my Mappa Mundi Project that extracts causal DAGs from text. More generally, MM can be described as Causal_AI/Causal_DAG_Discovery software. Having received a Ph.D. i…
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www.ar-tiste.xyz @rrtucci.bsky.social · 25/12/2024
this book by Miguel Hernan is very hard to read, wordy and has no internal links. if you want to read a FREE, clear, easy to read book about causal inference, with links, see my book "Bayesuvius" (950 pages)
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Dirk Roeckmann @5troop.bsky.social · 15/12/2024
Very important distinction: knowledge vs understanding. No understanding without a formal paradigm of causality. Feynman: youtu.be/NM-zWTU7X-k... #AI #LLM #CausalAI
youtu.be
- YouTube
Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.
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www.ar-tiste.xyz @rrtucci.bsky.social · 07/12/2024
A simple NDC (Not Do Calculus)) technique that can be used instead of Do Calculus #CausalAI, #causalInference causal ai, causal inference, Bayesian Networks qbnets.wordpress.com/2024/12/07/s...
qbnets.wordpress.com
Simple proof of Front Door Adjustment Formula and proof that Napkin problem is not-identifiable!!??
In the past few weeks, I revised the chapter entitled “Do Calculus Proofs” of my book Bayesuvius. I started writing this book about 4 years ago, at the height of Covid, and I’ve b…
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www.ar-tiste.xyz @rrtucci.bsky.social · 02/12/2024
You might look at my free book (950 pages, revised hundreds of times, aiming for perfection 😅) ar-tiste.xyz?page_id=459 Bayesuvius, a visual dictionary of Bayesian Networks and Causal inference
ar-tiste.xyz
Book
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www.ar-tiste.xyz @rrtucci.bsky.social · 20/11/2024
Free book on Bayesian Networks, Causal Inference and Causal AI ar-tiste.xyz?page_id=459
ar-tiste.xyz
Book
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www.ar-tiste.xyz @rrtucci.bsky.social · 24/05/2024
The best causal AI software available is free and open source. It's called the Mappa Mundi Project. It consists of 4 interdependent apps that seamlessly combine LLM and Causal Inference. We've been promised some angel funding and will soon do some hiring. qbnets.wordpress.com/2024/03/08/m...
qbnets.wordpress.com
Mappa Mundi Project first order approximation finished
I am happy to announce that a primitive but fully functional version of the Mappa Mundi Project (MMP) is now available at GitHub MMP consists of the following 4 interdependent open source apps https:/...
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www.ar-tiste.xyz @rrtucci.bsky.social · 11/04/2024
The best causal AI software available is free and open source. It's called the Mappa Mundi Project. It consists of 4 interactive apps that seamlessly combine LLM and Causal Inference. We've been promised some angel funding and will soon do some hiring. qbnets.wordpress.com/2024/03/08/m...
qbnets.wordpress.com
Mappa Mundi Project first order approximation finished
I am happy to announce that a primitive but fully functional version of the Mappa Mundi Project (MMP) is now available at GitHub MMP consists of the following 4 interdependent open source apps https:/...
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John Shirley @johnshirley2024.bsky.social · 15/03/2024
I don't see how he can make any such accounting. There's no one way to correspond the deaths of enemy combatants with contingent deaths. There is no one tactic in war.
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