Robuta

https://tfir.io/ai-sre-causal-reasoning/
Nov 17, 2025 - Causely’s Severin Neumann explains how causal reasoning and MCP-based workflows enable proactive, reliable AI-SRE practices for Kubernetes environments.
aisrecausalreasoning
https://www.causely.ai/
Causely's Causal Reasoning Platform continuously analyzes observed anomalies to automatically pinpoint root causes and trigger immediate remediation actions.
causalaisymptoms
https://www.manning.com/books/causal-inference-for-data-science
Understand cause and effect. Predict outcomes with statistics and machine learning.
causal inferencedata scienceruizdevilla
https://www.inference.vc/causal-inference-3-counterfactuals/
Counterfactuals are weird. I wasn't going to talk about them in my MLSS lectures on Causal Inference, mainly because wasn't sure I fully understood...
causal inference
https://opportunityinsights.org/paper/collegeadmissions/
Sep 2, 2025
diversifyingleadersdeterminantscausaleffects
https://www.news-medical.net/news/20260213/Causal-gene-mapping-identifies-key-drivers-of-Alzheimers-disease-progression.aspx
Researchers led by Min Zhang and Dabao Zhang of the University of California, Irvine's Joe C. Wen School of Population & Public Health have created the most...
causalgenemappingidentifieskey
https://niwa.co.nz/coasts/future-coasts-aotearoa/research-outputs/causal-diagrams-help-understand-wellbeing-te-puuaha-lower-waikato-river
The Te Puuaha case study uses causal diagrams to show how sea level rise impacts whaanau wellbeing, helping identify areas for action.
causaldiagramshelpunderstandwellbeing
https://www.lavanguardia.com/vida/verificacion/20250923/11090041/evidencia-recopilada-casa-blanca-demuestra-ninguna-relacion-causal-paracetamol-embarazo-autismo.html
Sep 23, 2025 - El presidente de los Estados Unidos, Donald Trump, pidió el lunes a las mujeres embarazadas estadounidenses que no tomen paracetamol. «Tomar Tylenol [la...
casa blancaporninguna
https://www.measured.com/guide-research/the-cmos-guide-to-causal-media-mix-modeling/
Is your CMO ready for Causal Measurement? You need an easy-to-understand primer – and better yet, a 90-day action plan that will help your enterprise qui...
media mixguidecausalmodeling
https://towardsdatascience.com/alpamayor1-large-causal-reasoning-models-for-autonomous-driving/
All you need to know about Chain of Causation reasoning and the current state of Autonomous Driving!
reasoning modelsautonomous drivinglargecausaltowards
https://tompepinsky.com/2019/07/22/imbens-on-dags-and-the-pedagogy-of-causal-inference/
Guido Imbens has an interesting new essay on the graphical causal modeling approach pioneered by Judea Pearl, which uses directed acyclic graphs (DAGs) to...
causal inferencedagspedagogy
https://www.lemonde.fr/planete/article/2025/11/26/telephone-portable-et-cancer-l-anses-conclut-a-l-absence-de-lien-causal_6654841_3244.html
L’Agence nationale de sécurité sanitaire a procédé à une revue de la littérature scientifique et estime qu’il n’existe aucune preuve d’un lien...
portableetcancerdelien
https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005229
causal inferencemodelexplainsperceptioneffect
https://www.measured.com/press/measured-upgrades-causal-media-mix-model-giving-enterprise-marketers-unmatched-speed-transparency-and-control/
Measured sets a new standard for how Causal Media Mix Modeling delivers faster, more confident decisions in today’s complex and fragmented media landscap...
media mixmeasuredupgradescausalmodel
https://www.routledge.com/Causal-Inference-and-Machine-Learning-In-Economics-Social-and-Health-Sciences/Yuksel-Aydede/p/book/9781032820415
Causal Inference and Machine Learning in Economics, Social, and Health Sciences bridges the gap between modern machine learning methods and the applied needs of
causal inferencemachine learningeconomicssocial
https://www.law.com/dailyreportonline/2026/01/14/not-causal-but-highly-relevant-appellate-court-considers-evidence-leading-to-50m-med-mal-verdict-/?slreturn=20260117152738
Jan 14, 2026 - "If we merely identified it as the first step of a root-canal procedure but never characterized it as a standard-of-care violation, then we might have an...
causalhighlyrelevantappellatecourt
https://store.app/causal-app
A new way to perform calculations, visualize data, and communicate with numbers.
app reviewscausalampdetails
https://biostatistics.massgeneral.org/news/applied-biostatistics-seminar-series-on-thu-dec-10-using-stochastic-interventional-causal-effects-to-evaluate-treatment-efficacy-in-clinical-trials-nima-hejazi-phd/
Apr 16, 2023 - Please join us for the next installment of the MGH Biostatistics Applied Biostatistics Seminar Series, a seminar series designed to introduce researchers to...
seminar seriesappliedbiostatisticsthudec
https://aipressroom.com/deborah-kanubala-causal-fairness-interview/
Oct 28, 2025 - Deborah D. Kanubala explains how causal frameworks uncover algorithmic bias and push fairness beyond yes/no decisions.
deborahcausalfairnessdecisionsinterview
https://ssir.org/articles/entry/the_case_for_causal_ai
Using artificial intelligence to predict behavior can lead to devastating policy mistakes. Health and development programs must learn to apply causal models...
casecausalai
https://towardsdatascience.com/prescriptive-modeling-makes-causal-bets-whether-you-know-it-or-not/
Jun 30, 2025 - An explanation of the causal assumption implicit in prescriptive modeling and how to satisfy it
prescriptivemodelingmakescausalbets
https://www.surveymonkey.com/mp/how-causal-research-leads-business-decisions/
Causal research falls under the category of conclusive research, because of its attempt to reveal a cause-and-effect relationship between two variables. Like...
business decisionscausalresearchfindinglinks
https://www.measured.com/faq/the-difference-between-traditional-and-causal-media-mix-modeling/
Learn how Causal Media Mix Modeling (MMM) represents not just an evolution of measurement but a transformation in how marketing drives growth.
media mixdifferencetraditionalcausalmodeling
https://www.search-y.fr/en/events/winner-or-loser-analysing-your-test-results-with-causal-impact-on-r-studio-2/
Jun 14, 2022 - Giulia Panozzo, Speaker Search Y Paris 2022, Winner or Loser? Analysing your test results with Causal Impact on R Studio
test resultswinnerlosercausalimpact
https://lifesight.io/
Nov 27, 2025 - Fix your marketing attribution with Lifesight's unified marketing measurement platform.
marketing measurementunifiedplatformmmmcausal
https://www.inference.vc/causal-inference-2-illustrating-interventions-in-a-toy-example/
Last week I had the honor to lecture at the Machine Learning Summer School in Stellenbosch, South Africa [https://mlssafrica.com/]. I chose to talk about...
causal inferenceinterventionsviatoyexample
https://github.com/tencent/WeDLM
WeDLM: The fastest diffusion language model with standard causal attention and native KV cache compatibility, delivering real speedups over vLLM-optimized...
language modelgithubtencentfastestdiffusion
https://www.nber.org/research/videos/2025-methods-lecture-raj-chetty-and-kosuke-imai-uncovering-causal-mechanisms-mediation-analysis-and
methodslecturerajkosukeimai
https://www.apolloresearch.ai/research/a-causal-framework-for-ai-regulation-and-auditing/
Nov 18, 2025 - This article outlines a framework for evaluating and auditing AI to provide assurance of responsible development and deployment, focusing on catastrophic...
ai regulationcausalframeworkauditingapollo
https://www.infoq.com/articles/causal-reasoning-observability/?topicPageSponsorship=6cd7463a-8078-4002-8497-4a5e67bd0650
Large language models excel at converting observability telemetry into clear summaries but struggle with accurate root cause analysis in distributed systems....
causalreasoningaddresseslimitationsllms
https://www.360quadrants.com/software/causal-ai-startups
ai startupcausalsmescompaniesassessment
https://www.lesswrong.com/posts/j6s9H9SHrEhEfuJnq/causal-scrubbing-results-on-induction-heads
* Authors sorted alphabetically. • This is a more detailed look at our work applying causal scrubbing to induction heads. The results are also summa…
causalscrubbingresultsinductionheads
https://lexfridman.com/judea-pearl
Dec 11, 2019
pearlcausalreasoningbayesiannetworks
https://www.inference.vc/causal-inference-4/
This post is written with my PhD student and now guest author Patrik Reizinger [https://twitter.com/rpatrik96] and is part 4 of a series of posts on causal...
causal inferencediagramsmarkovstructuralequation
https://cloudnativenow.com/features/causely-adds-mcp-server-to-causal-ai-platform-for-troubleshooting-kubernetes-environments/
Nov 6, 2025 - Causely introduces a MCP server that uses causal AI to help developers diagnose, understand, and fix Kubernetes and application issues.
mcp serverai platformaddscausaltroubleshooting
https://www.socialsciencespace.com/2025/11/frank-keil-on-causal-thinking/
Nov 5, 2025 - As a practical matter, how much effort do you put into pinning down the causes behind daily occurrences? To developmental psychologist Frank […]
social science spacefrankkeilcausalthinking
https://luma.com/causalislandspodcast
EP05: Subconscious - Building a Second Brain with Gordon Brander and Chris Joel Subconscious is a social note-taking app powered by the Noosphere protocol.…
causalislandspodcastluma
https://www.wolframscience.com/nks/p489--time-and-causal-networks/
[No text on this... – from A New Kind of Science
timecausalnetworksnewkind
https://ai-grid.org/en/interview/deborah-d-kanubala-gitex-2/
Nov 4, 2025 - Deborah D. Kanubala advances algorithmic fairness by using causal reasoning to uncover and correct treatment-level bias in AI systems.
deborahcausalfairnessdecisions
https://physicsworld.com/a/indefinite-causal-order-how-quantum-physics-is-challenging-our-understanding-of-cause-and-effect/
Sep 24, 2025 - Quantum mechanics allows events to occur with indefinite causal order, as Hamish Johnston discovers
quantum physicsindefinitecausalorderchallenging