A new arXiv paper introduces DeDiCa, a scalable framework for causal inference with discrete variables and hidden confounders using a tensorized Bayesian network approach that runs inference in milliseconds on CPU. It matches…
#causalAI #generativeAI #AIresearch
https://arxiv.org/abs/2610.23272
#causalAI #generativeAI #AIresearch
https://arxiv.org/abs/2610.23272
October 19, 2026 at 6:01 AM
A new arXiv paper introduces DeDiCa, a scalable framework for causal inference with discrete variables and hidden confounders using a tensorized Bayesian network approach that runs inference in milliseconds on CPU. It matches…
#causalAI #generativeAI #AIresearch
https://arxiv.org/abs/2610.23272
#causalAI #generativeAI #AIresearch
https://arxiv.org/abs/2610.23272
The episode premieres on Monday, Oct 12.
Sign up to get notified when it's out: https://causalbanditspodcast.com
Check Elias' book here: https://causalai-book.net/
5/5
Sign up to get notified when it's out: https://causalbanditspodcast.com
Check Elias' book here: https://causalai-book.net/
5/5
October 9, 2026 at 8:43 AM
The episode premieres on Monday, Oct 12.
Sign up to get notified when it's out: https://causalbanditspodcast.com
Check Elias' book here: https://causalai-book.net/
5/5
Sign up to get notified when it's out: https://causalbanditspodcast.com
Check Elias' book here: https://causalai-book.net/
5/5
"Causal Graph Neural Networks for Healthcare" reviews causal GNNs for robust clinical AI, covering interventions, counterfactuals, multimodal data and Causal Digital Twins, while highlighting validation and computational challenges. #CausalAI #HealthcareAI
buff.ly/WknmcrU
buff.ly/WknmcrU
Causal Graph Neural Networks for Healthcare
Healthcare artificial intelligence systems often degrade in performance when deployed across institutions, with documented performance drops and perpetuation of discriminatory patterns embedded in…
buff.ly
October 4, 2026 at 8:36 AM
"Causal Graph Neural Networks for Healthcare" reviews causal GNNs for robust clinical AI, covering interventions, counterfactuals, multimodal data and Causal Digital Twins, while highlighting validation and computational challenges. #CausalAI #HealthcareAI
buff.ly/WknmcrU
buff.ly/WknmcrU
Where did a result come from? What would a changed premise affect? Explore Loom’s four causal controls.
#AgenticAI #CausalAI
xtendedsystems.com/blog/making-...
#AgenticAI #CausalAI
xtendedsystems.com/blog/making-...
October 1, 2026 at 1:58 PM
Where did a result come from? What would a changed premise affect? Explore Loom’s four causal controls.
#AgenticAI #CausalAI
xtendedsystems.com/blog/making-...
#AgenticAI #CausalAI
xtendedsystems.com/blog/making-...
New arXiv paper proposes modeling root cause analysis as a causal model with structural function changes, handling latent confounders via distributional constraint testing.
#RCA #CausalAI #MachineLearning #AnomalyDetection
https://arxiv.org/abs/2609.36771
#RCA #CausalAI #MachineLearning #AnomalyDetection
https://arxiv.org/abs/2609.36771
September 30, 2026 at 10:01 PM
New arXiv paper proposes modeling root cause analysis as a causal model with structural function changes, handling latent confounders via distributional constraint testing.
#RCA #CausalAI #MachineLearning #AnomalyDetection
https://arxiv.org/abs/2609.36771
#RCA #CausalAI #MachineLearning #AnomalyDetection
https://arxiv.org/abs/2609.36771
Elias is the author of "Causal Artificial Intelligence: A Roadmap for Building Causally Intelligent Systems" (free): https://causalai-book.net/
3/
3/
September 21, 2026 at 12:54 PM
Elias is the author of "Causal Artificial Intelligence: A Roadmap for Building Causally Intelligent Systems" (free): https://causalai-book.net/
3/
3/
🧬 Causal AI for #ComputationalBiology — Join our online course, 2–6 Nov 2026! Learn causal inference, DAGs, causal ML, mediation, and #MultiOmics through hands-on sessions
www.physalia-courses.org/courses-work...
#Bioinformatics #CausalInference #CausalAI #MachineLearning #Biostatistics
www.physalia-courses.org/courses-work...
#Bioinformatics #CausalInference #CausalAI #MachineLearning #Biostatistics
Causal AI Methods for Computational Biology
2-6 November 2026
www.physalia-courses.org
August 14, 2026 at 2:46 PM
🧬 Causal AI for #ComputationalBiology — Join our online course, 2–6 Nov 2026! Learn causal inference, DAGs, causal ML, mediation, and #MultiOmics through hands-on sessions
www.physalia-courses.org/courses-work...
#Bioinformatics #CausalInference #CausalAI #MachineLearning #Biostatistics
www.physalia-courses.org/courses-work...
#Bioinformatics #CausalInference #CausalAI #MachineLearning #Biostatistics
“Provenance-First AI Architectures: Designing Replayable Systems for Computational Accountability” argues for preserved computation records and independent audit paths—so causal evidence survives the model’s interpretation. #AI #CausalAI #Audit dx.doi.org/10.2139/ssrn...
August 11, 2026 at 1:20 PM
“Provenance-First AI Architectures: Designing Replayable Systems for Computational Accountability” argues for preserved computation records and independent audit paths—so causal evidence survives the model’s interpretation. #AI #CausalAI #Audit dx.doi.org/10.2139/ssrn...
📢 Registration is open for the 2026 Symposium of Causal Inference in the Health Sciences, hosted at Fribourg University on March 18. This year’s focus is on AI/machine learning in causal inference for health sciences/economics - register here: projects.unifr.ch/pophealthlab... #CausalAI
January 27, 2026 at 10:23 AM
📢 Registration is open for the 2026 Symposium of Causal Inference in the Health Sciences, hosted at Fribourg University on March 18. This year’s focus is on AI/machine learning in causal inference for health sciences/economics - register here: projects.unifr.ch/pophealthlab... #CausalAI
New episode is out! A really fascinating one with Robert Ness, about his new #CausalAI book, which actually kickstarted a whole new learning path for me
Robert and I are actually working on an educational project you're gonna love... Follow @learnbayesstats.bsky.social for the upcoming announcement!
Robert and I are actually working on an educational project you're gonna love... Follow @learnbayesstats.bsky.social for the upcoming announcement!
Models need more than pattern-matching.
They need causal understanding.
In this episode, Robert Ness joins @alex-andorra.bsky.social to explore:
⚡ Why models need real-world biases
🧠 How causal rep learning is reshaping AI
🤖 What it takes to add causality to DL
🎧 lnkd.in/gUnCkwEP
#bayes #podcast
They need causal understanding.
In this episode, Robert Ness joins @alex-andorra.bsky.social to explore:
⚡ Why models need real-world biases
🧠 How causal rep learning is reshaping AI
🤖 What it takes to add causality to DL
🎧 lnkd.in/gUnCkwEP
#bayes #podcast
July 25, 2025 at 6:59 PM
New episode is out! A really fascinating one with Robert Ness, about his new #CausalAI book, which actually kickstarted a whole new learning path for me
Robert and I are actually working on an educational project you're gonna love... Follow @learnbayesstats.bsky.social for the upcoming announcement!
Robert and I are actually working on an educational project you're gonna love... Follow @learnbayesstats.bsky.social for the upcoming announcement!
#CausalAI #rag #graph #agentic #AIAgent #vectors #AI #agentarium #cognitive_infra #dataset #OpenSource #agentic_rag #cognition #HuggingFace #ResponsibleAI
February 20, 2026 at 10:15 AM
Tomorrow, September 21, at 2pm EST, Amit Gandhi (Airbnb) and I will chat about the usage of different Causal Inference tools in the tech industry as part of the CausalAI conference!
Everything will be live on Youtube: causalaiconference.com
Many other cool talks, too!
Everything will be live on Youtube: causalaiconference.com
Many other cool talks, too!
September 21, 2023 at 3:00 AM
Tomorrow, September 21, at 2pm EST, Amit Gandhi (Airbnb) and I will chat about the usage of different Causal Inference tools in the tech industry as part of the CausalAI conference!
Everything will be live on Youtube: causalaiconference.com
Many other cool talks, too!
Everything will be live on Youtube: causalaiconference.com
Many other cool talks, too!
I have started reading the book "Causal Artificial Intelligence, A Roadmap for Building Causally Intelligent Systems" by Elias Barenboim. It seems that it will be a very fruitful reading. I want to thank Elias Barenboim very much for making the book available online.
causalai-book.net
causalai-book.net
Causal Artificial Intelligence Book
Causal Artificial Intelligence Book
causalai-book.net
September 2, 2025 at 1:28 PM
I have started reading the book "Causal Artificial Intelligence, A Roadmap for Building Causally Intelligent Systems" by Elias Barenboim. It seems that it will be a very fruitful reading. I want to thank Elias Barenboim very much for making the book available online.
causalai-book.net
causalai-book.net
Causal Artificial Intelligence Book
Causal Artificial Intelligence Book
causalai-book.net
August 31, 2025 at 5:54 PM
Beyond pattern recognition: what if AI could help uncover real cause-and-effect relationships? CausalMosaic, led by Jonas Gottal with @tum.de & #Holtzbrinck, explores transparent, evidence-based causal AI for better decision support. 🔬🤖📚
softwarecampus.de/en/projekt/c...
#SoftwareCampus #CausalAI
softwarecampus.de/en/projekt/c...
#SoftwareCampus #CausalAI
June 16, 2026 at 7:33 AM
Beyond pattern recognition: what if AI could help uncover real cause-and-effect relationships? CausalMosaic, led by Jonas Gottal with @tum.de & #Holtzbrinck, explores transparent, evidence-based causal AI for better decision support. 🔬🤖📚
softwarecampus.de/en/projekt/c...
#SoftwareCampus #CausalAI
softwarecampus.de/en/projekt/c...
#SoftwareCampus #CausalAI
I've been enjoying digging into Causal Artificial Intelligence by Elias Bareinboim. Free textbook here: causalai-book.net
Causal Artificial Intelligence Book
Causal Artificial Intelligence Book
causalai-book.net
February 9, 2026 at 1:10 AM
I've been enjoying digging into Causal Artificial Intelligence by Elias Bareinboim. Free textbook here: causalai-book.net
Why did I write a book on #causalai #CausalInference without math and code?
The long answer and details about my book and applications are in this full episode. Check the 1min trailer to get an idea.
www.youtube.com/watch?v=VOci...
The long answer and details about my book and applications are in this full episode. Check the 1min trailer to get an idea.
www.youtube.com/watch?v=VOci...
Quentin Gallea - The Causal Mindset Handbook: A Masterclass in Practical Causal Thinking
YouTube video by The System Gambit by Ritavan
www.youtube.com
April 20, 2026 at 6:23 AM
Why did I write a book on #causalai #CausalInference without math and code?
The long answer and details about my book and applications are in this full episode. Check the 1min trailer to get an idea.
www.youtube.com/watch?v=VOci...
The long answer and details about my book and applications are in this full episode. Check the 1min trailer to get an idea.
www.youtube.com/watch?v=VOci...
While this image tells a clear story and conveys an important message about ecosystems, there is a severe caveat related to the causal claim.
The giant dingo fence in Australia was not placed randomly. It protects livestock..
Hence the effect is amplified by sheeps and human activity. #causalAI
The giant dingo fence in Australia was not placed randomly. It protects livestock..
Hence the effect is amplified by sheeps and human activity. #causalAI
April 15, 2026 at 6:27 AM
While this image tells a clear story and conveys an important message about ecosystems, there is a severe caveat related to the causal claim.
The giant dingo fence in Australia was not placed randomly. It protects livestock..
Hence the effect is amplified by sheeps and human activity. #causalAI
The giant dingo fence in Australia was not placed randomly. It protects livestock..
Hence the effect is amplified by sheeps and human activity. #causalAI
𝖩𝗈𝗂𝗇 𝗎𝗌 𝗂𝗇 𝖺𝖽𝗏𝖺𝗇𝖼𝗂𝗇𝗀 𝖿𝗋𝗈𝗇𝗍𝗂𝖾𝗋𝗌 𝗈𝖿 𝘾𝙖𝙪𝙨𝙖𝙡 𝙉𝙚𝙪𝙧𝙤-𝙨𝙮𝙢𝙗𝙤𝙡𝙞𝙘 𝘼𝙄!
🎉 𝘾𝙖𝙡𝙡 𝙛𝙤𝙧 𝙋𝙖𝙥𝙚𝙧𝙨 - 𝘾𝙖𝙪𝙨𝙖𝙡𝙉𝙚𝙎𝙮: 𝙒𝙤𝙧𝙠𝙨𝙝𝙤𝙥 𝙤𝙣 𝘾𝙖𝙪𝙨𝙖𝙡 𝙉𝙚𝙪𝙧𝙤-𝙨𝙮𝙢𝙗𝙤𝙡𝙞𝙘 𝘼𝙄
📍at 𝖤𝗑𝗍𝖾𝗇𝖽𝖾𝖽 𝖲𝖾𝗆𝖺𝗇𝗍𝗂𝖼 𝖶𝖾𝖻 𝖢𝗈𝗇𝖿𝖾𝗋𝖾𝗇𝖼𝖾 (𝖤𝖲𝖶𝖢) 𝟤𝟢𝟤𝟧, 𝖯𝗈𝗋𝗍𝗈𝗋𝗈𝗓, 𝖲𝗅𝗈𝗏𝖾𝗇𝗂𝖺
🌐 𝖶𝖾𝖻𝗌𝗂𝗍𝖾: 𝗁𝗍𝗍𝗉𝗌://𝗌𝗂𝗍𝖾𝗌.𝗀𝗈𝗈𝗀𝗅𝖾.𝖼𝗈𝗆/𝗏𝗂𝖾𝗐/𝖼𝖺𝗎𝗌𝖺𝗅𝗇𝖾𝗌𝗒/#NeSy
#CausalAI #Neuro-symbolic #NeSy #Causali
🎉 𝘾𝙖𝙡𝙡 𝙛𝙤𝙧 𝙋𝙖𝙥𝙚𝙧𝙨 - 𝘾𝙖𝙪𝙨𝙖𝙡𝙉𝙚𝙎𝙮: 𝙒𝙤𝙧𝙠𝙨𝙝𝙤𝙥 𝙤𝙣 𝘾𝙖𝙪𝙨𝙖𝙡 𝙉𝙚𝙪𝙧𝙤-𝙨𝙮𝙢𝙗𝙤𝙡𝙞𝙘 𝘼𝙄
📍at 𝖤𝗑𝗍𝖾𝗇𝖽𝖾𝖽 𝖲𝖾𝗆𝖺𝗇𝗍𝗂𝖼 𝖶𝖾𝖻 𝖢𝗈𝗇𝖿𝖾𝗋𝖾𝗇𝖼𝖾 (𝖤𝖲𝖶𝖢) 𝟤𝟢𝟤𝟧, 𝖯𝗈𝗋𝗍𝗈𝗋𝗈𝗓, 𝖲𝗅𝗈𝗏𝖾𝗇𝗂𝖺
🌐 𝖶𝖾𝖻𝗌𝗂𝗍𝖾: 𝗁𝗍𝗍𝗉𝗌://𝗌𝗂𝗍𝖾𝗌.𝗀𝗈𝗈𝗀𝗅𝖾.𝖼𝗈𝗆/𝗏𝗂𝖾𝗐/𝖼𝖺𝗎𝗌𝖺𝗅𝗇𝖾𝗌𝗒/#NeSy
#CausalAI #Neuro-symbolic #NeSy #Causali
January 7, 2025 at 2:33 PM
𝖩𝗈𝗂𝗇 𝗎𝗌 𝗂𝗇 𝖺𝖽𝗏𝖺𝗇𝖼𝗂𝗇𝗀 𝖿𝗋𝗈𝗇𝗍𝗂𝖾𝗋𝗌 𝗈𝖿 𝘾𝙖𝙪𝙨𝙖𝙡 𝙉𝙚𝙪𝙧𝙤-𝙨𝙮𝙢𝙗𝙤𝙡𝙞𝙘 𝘼𝙄!
🎉 𝘾𝙖𝙡𝙡 𝙛𝙤𝙧 𝙋𝙖𝙥𝙚𝙧𝙨 - 𝘾𝙖𝙪𝙨𝙖𝙡𝙉𝙚𝙎𝙮: 𝙒𝙤𝙧𝙠𝙨𝙝𝙤𝙥 𝙤𝙣 𝘾𝙖𝙪𝙨𝙖𝙡 𝙉𝙚𝙪𝙧𝙤-𝙨𝙮𝙢𝙗𝙤𝙡𝙞𝙘 𝘼𝙄
📍at 𝖤𝗑𝗍𝖾𝗇𝖽𝖾𝖽 𝖲𝖾𝗆𝖺𝗇𝗍𝗂𝖼 𝖶𝖾𝖻 𝖢𝗈𝗇𝖿𝖾𝗋𝖾𝗇𝖼𝖾 (𝖤𝖲𝖶𝖢) 𝟤𝟢𝟤𝟧, 𝖯𝗈𝗋𝗍𝗈𝗋𝗈𝗓, 𝖲𝗅𝗈𝗏𝖾𝗇𝗂𝖺
🌐 𝖶𝖾𝖻𝗌𝗂𝗍𝖾: 𝗁𝗍𝗍𝗉𝗌://𝗌𝗂𝗍𝖾𝗌.𝗀𝗈𝗈𝗀𝗅𝖾.𝖼𝗈𝗆/𝗏𝗂𝖾𝗐/𝖼𝖺𝗎𝗌𝖺𝗅𝗇𝖾𝗌𝗒/#NeSy
#CausalAI #Neuro-symbolic #NeSy #Causali
🎉 𝘾𝙖𝙡𝙡 𝙛𝙤𝙧 𝙋𝙖𝙥𝙚𝙧𝙨 - 𝘾𝙖𝙪𝙨𝙖𝙡𝙉𝙚𝙎𝙮: 𝙒𝙤𝙧𝙠𝙨𝙝𝙤𝙥 𝙤𝙣 𝘾𝙖𝙪𝙨𝙖𝙡 𝙉𝙚𝙪𝙧𝙤-𝙨𝙮𝙢𝙗𝙤𝙡𝙞𝙘 𝘼𝙄
📍at 𝖤𝗑𝗍𝖾𝗇𝖽𝖾𝖽 𝖲𝖾𝗆𝖺𝗇𝗍𝗂𝖼 𝖶𝖾𝖻 𝖢𝗈𝗇𝖿𝖾𝗋𝖾𝗇𝖼𝖾 (𝖤𝖲𝖶𝖢) 𝟤𝟢𝟤𝟧, 𝖯𝗈𝗋𝗍𝗈𝗋𝗈𝗓, 𝖲𝗅𝗈𝗏𝖾𝗇𝗂𝖺
🌐 𝖶𝖾𝖻𝗌𝗂𝗍𝖾: 𝗁𝗍𝗍𝗉𝗌://𝗌𝗂𝗍𝖾𝗌.𝗀𝗈𝗈𝗀𝗅𝖾.𝖼𝗈𝗆/𝗏𝗂𝖾𝗐/𝖼𝖺𝗎𝗌𝖺𝗅𝗇𝖾𝗌𝗒/#NeSy
#CausalAI #Neuro-symbolic #NeSy #Causali
My PR to the #EconML #PyWhy #opensource #causalai project was merged! 🎉 I made a small contribution by allowing a flexible choice of evaluation metric for scoring both the first stage and final stage models in Double Machine Learning (#DML).
#CausalInference #machinelearning #datascience
#CausalInference #machinelearning #datascience
July 10, 2025 at 2:55 PM
My PR to the #EconML #PyWhy #opensource #causalai project was merged! 🎉 I made a small contribution by allowing a flexible choice of evaluation metric for scoring both the first stage and final stage models in Double Machine Learning (#DML).
#CausalInference #machinelearning #datascience
#CausalInference #machinelearning #datascience
🌍The ISP group will be part of the #EGU25 in Vienna & Online (27 Apr–2 May)!
👥Our team & collaborators will be sharing advances in AI, hybrid modeling, #CausalAI discovery and #ClimateScience.
🔗Read the full program: egu25.eu
🧵
👥Our team & collaborators will be sharing advances in AI, hybrid modeling, #CausalAI discovery and #ClimateScience.
🔗Read the full program: egu25.eu
🧵
April 24, 2025 at 1:32 PM
🌍The ISP group will be part of the #EGU25 in Vienna & Online (27 Apr–2 May)!
👥Our team & collaborators will be sharing advances in AI, hybrid modeling, #CausalAI discovery and #ClimateScience.
🔗Read the full program: egu25.eu
🧵
👥Our team & collaborators will be sharing advances in AI, hybrid modeling, #CausalAI discovery and #ClimateScience.
🔗Read the full program: egu25.eu
🧵
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
looper : A resource list for causality in statistics, data science and physics
github.com/msuzen/loope...
#causality #causalAI #inference
November 20, 2024 at 2:31 PM
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
looper : A resource list for causality in statistics, data science and physics
github.com/msuzen/loope...
#causality #causalAI #inference
Top Machine Learning Trends to Watch in 2024 #explainableAI #datasciencetrends #tinyML #largelanguagemodels #AutoML #MLOps #AItrends #AIinbusiness #futureofmachinelearning #causalAI
Top Machine Learning Trends to Watch in 2024
The AI Revolution Isn't Coming. It's Here. Let's be honest, trying to keep up with artificial intelligence feels like drinking from a firehose. One minute, we're impressed by an app…
jivoice.com
October 23, 2025 at 11:44 AM
Top Machine Learning Trends to Watch in 2024 #explainableAI #datasciencetrends #tinyML #largelanguagemodels #AutoML #MLOps #AItrends #AIinbusiness #futureofmachinelearning #causalAI
we open day 3 with Elias Bareinboim (causalai.net) giving a keynote on
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)
July 23, 2025 at 12:19 PM
we open day 3 with Elias Bareinboim (causalai.net) giving a keynote on
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)