DiffCATS: Causally Associated Time-Series Generation through Diffusion Models

Giuseppe Masi, Andrea Coletta, Elizabeth Fons, Svitlana Vyetrenko, Novella Bartolini

Action editor: Fabio Stella

https://openreview.net/forum?id=FwC6CyaHop

#causal #causally #temporal

1. We demonstrate that #carbonfinancing can deliver measurable #biodiversitygains when paired with protection

2. Present #gold-standard #causal inference framework to evaluate biodiversity co-benefits of #conservationstrategies

3. Highlight role of conservation technologies to inform policy.

Bayesian Sensitivity of Causal Inference Estimators under Evidence-Based Priors

Nikita Dhawan, Daniel Shen, Leonardo Cotta, Chris J. Maddison

Action editor: Amit Sharma

https://openreview.net/forum?id=0zqt85NUyK

#causal #sensitivity #priors

Parche 1: ¡Muestra tu mejor puntuación! - Monkeys Tower (Gameplay DEMO) toonzgamers-studio.itch.io/monkey-tower...

#indiegames #causal #update #videojuego #game #MonkeysTower

Generative Causal Structure Learning with Dual Latent Spaces and Annealing

Soma Bandyopadhyay, Sudeshna Sarkar

Action editor: Yingzhen Li

https://openreview.net/forum?id=wI5rFWfjKV

#generative #causal #causality

Causal Graph Learning via Distributional Invariance of Cause-Effect Relationship

Nang Hung Nguyen, Phi Le Nguyen, Thao Nguyen Truong, Trong Nghia Hoang, Masashi Sugiyama

Action editor: Frederic Sala

https://openreview.net/forum?id=Ey38Q882Xe

#causal #leveraging #graphs

2 PhD Positions on Learning Causally Grounded Concepts for Safe AI Are you interested in improving the interpretability, robustness and safety of AI by integrating causal reasoning? The Causality team in the AMLab group at the University of Amsterdam is looking for 2...

🚨2 PhD positions with me @amlab.bsky.social on learning causally grounded concepts 🚨

Are you interested in improving the #interpretability #robustness and #safety of AI by integrating #causal reasoning? Join us in beautiful Amsterdam 🇳🇱🌷🚲

Deadline: 20 April

www.academictransfer.com/en/jobs/3593...

CSS generally follows two major approaches:

#Predictive Modelling
Uses algorithms and data patterns to forecast future outcomes.

#Causal Analysis
Focuses on understanding why certain social outcomes occur.

Causal and PharosGraph Join Forces to Transform Political Campaigns with AI-Driven Insights Causal partners with PharosGraph to enhance political campaigns using AI-powered narrative intelligence, enabling real-time voter engagement insights.

Causal and PharosGraph Join Forces to Transform Political Campaigns with AI-Driven Insights #United_States #Los_Angeles #Causal #PharosGraph #AI_Narrative

Some Common Dose–Exposure–Response Estimands and Conditions for Their Causal Identifiability Exposure–response analyses are central to dose selection in drug development. The estimand framework, formalized in ICH E9(R1) regulatory guidance, provides a structured approach to define scientific...

We apply the estimand framework to dose–exposure–response analyses. ... strategy to improve exposure–response analyses for dose selection, particularly when the relevant evidence includes data from multiple studies.

#estimand #exposure-response #dose-response #causal

doi.org/10.1002/psp4...

Update trailer for The Witch's Spooky Mansion, a hidden object puzzle adventure game I'm working on with my GF! What do you think?

#gamedev #indiegames #cozy #hiddenobject #spooky #causal #indiedev #puzzle

Amortized Inference of Causal Models via Conditional Fixed-Point Iterations

Divyat Mahajan, Jannes Gladrow, Agrin Hilmkil, Cheng Zhang, Meyer Scetbon

Action editor: Arash Mehrjou

https://openreview.net/forum?id=D9pq25PGc5

#causal #inference #models

Introducing Causion: A web app for playing with DAGs | Peder M. Isager Personal website of Dr. Peder M. Isager

#statstab #482 Introducing Causion: A web app for playing with DAGs

Thoughts: A very cool app. Let's you see exactly what your assumptions and DGP mean for your causal model.

#causal #causalinference #DAG #DAGs #dgp #tutorial #guide #education #pedagogy

pedermisager.org/blog/causion...

Demystifying amortized causal discovery with transformers

Francesco Montagna, Max Cairney-Leeming, Dhanya Sridhar, Francesco Locatello

Action editor: Sergey Plis

https://openreview.net/forum?id=9Lgy7IGSfp

#causal #supervised #discovery

Incorporating Interventional Independence Improves Robustness against Interventional Distribution...

Gautam Sreekumar, Vishnu Boddeti

Action editor: Yu Yao

https://openreview.net/forum?id=kXfcEyNIrf

#interventions #interventional #causal

Causal and Quorum Join Forces to Revolutionize Tourism Marketing Through Foot Traffic Insights Causal and Quorum's collaboration enhances tourism marketing by leveraging foot traffic attribution, generating millions of visits and valuable insights for businesses.

Causal and Quorum Join Forces to Revolutionize Tourism Marketing Through Foot Traffic Insights #USA #Los_Angeles #Causal #Tourism_Marketing #Quorum

18  Experimental : causal – Research Design in the Social Sciences

#statstab #476 Experimental : causal

Thoughts: Randomized experiments are the gold standard for inference for a reason. But they are hard to design.

#design #r #statistics #methods #experiment #tutorial #pedagogy #education #hypothesis #nhst #causal #ancova

book.declaredesign.org/library/expe...

Causal Ordering for Structure Learning from Time Series

Pedro Sanchez, Damian Machlanski, Steven McDonagh, Sotirios A. Tsaftaris

Action editor: Karthikeyan Shanmugam

https://openreview.net/forum?id=hWuTzqggSd

#causaltime #causal #temporal

Battle Of The Chairs

#Shorts #fightinggames #fighting #funny #causal #gaming #RivalsOfAether #PC #MODS #devilmaycry #couragethecowardlydog

Causal Earns Ad Age Best Places to Work 2026 Honor for Third Time in a Row Causal, a leader in digital advertising solutions, has been recognized for the third consecutive year in Ad Age's Best Places to Work 2026 list, highlighting its commitment to employee satisfaction.

Causal Earns Ad Age Best Places to Work 2026 Honor for Third Time in a Row #United_States #Los_Angeles #Best_Places #Causal #Ad_Age

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#DIRECTSHOW
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#LIST OF #HIGHEST #GROSSING #MALAYALAM #FILMS
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#CAUSAL #INFERENCE
multi-search-tag-explorer.headlines-world.com/advanced-sea...
headlines-world.com

ExDBN: Learning Dynamic Bayesian Networks using Extended Mixed-Integer Programming Formulations

Pavel Rytíř, Aleš Wodecki, Georgios Korpas, Jakub Marecek

Action editor: Fredrik Johansson

https://openreview.net/forum?id=I64MJzl9Fy

#constraints #causal #constraint

#contextgraphs are booming. #Causal #DAGs can be used exactly the same way as #decisiontraces. We also have a lot of work in the space of #dicisiontrees.

One big missed part of the puzzle is #datatraces and #epistemiological components - what kind of data was used to make a decision?

Coofandy **Coupons end January 15th** Get your #causal clothing and #formal clothing now!

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Vensim 10 DSS 商業單機版(下載版，永久授權版包含一年維護合約)

#Vensim 用於開發、分析和打包動態回饋模型。用於提升實際系統的效能。 Vensim 豐富的功能集強調模型品質、資料連接、靈活的分發和先進的演算法。適合從學生到專業人士。 #系統動力學 #SD #Causal Tracing

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New #J2C Certification:

Amortized Inference of Causal Models via Conditional Fixed-Point Iterations

Divyat Mahajan, Jannes Gladrow, Agrin Hilmkil, Cheng Zhang, Meyer Scetbon

https://openreview.net/forum?id=D9pq25PGc5

#causal #inference #models

Physics-Aware Spatiotemporal Causal Graph Network for Forecasting with Limited Data

Zijun Cui, Sam Griesemer, Sungyong Seo, Joshua Hikida, Yan Liu

Action editor: Mingming Gong

https://openreview.net/forum?id=n3yrVzPcNa

#spatiotemporal #forecasting #causal