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https://www.frontiersin.org/research-topics/30854/causality-in-neuroimaging-learning-causal-mechanisms-underlying-structure-function-and-dynamics/magazine Causality in Neuroimaging: Learning Causal Mechanisms Underlying Structure, Function and Dynamics |... Characterizing causal interactions between various brain regions and external factors (genetic, sociological, and environmental influences) is fundamental to... causal mechanisms underlying structure causality neuroimaging learning https://openreview.net/forum?id=9p2ekP904Rs Representation Learning via Invariant Causal Mechanisms | OpenReview Self-supervised learning has emerged as a strategy to reduce the reliance on costly supervised signal by pretraining representations only using unlabeled data.... representation learning causal mechanisms via invariant openreview https://www.iza.org/en/publications/dp/11626/identification-of-causal-mechanisms-based-on-between-subject-double-randomization-designs Identification of Causal Mechanisms Based on Between-Subject Double Randomization Designs |... Understanding the mechanisms through which treatment effects come about is crucial for designing effective interventions. The identification of such c... causal mechanisms based on identification https://openreview.net/forum?id=ryxWIgBFPS A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms | OpenReview This paper proposes a meta-learning objective based on speed of adaptation to transfer distributions to discover a modular decomposition and causal variables. for learning causal mechanisms meta transfer objective https://www.uni-regensburg.de/universitaet/aktuelles/kalender/veranstaltung/15-10-2025_causal-mechanisms-behind-environmental-injustice-the-role-of-enforcement-dietrich-earnhart-university-of-kansas "Causal Mechanisms behind Environmental Injustice: The Role of Enforcement" Dietrich Earnhart... the role of causal mechanisms environmental injustice behind https://www.iza.org/de/publications/dp/11626/identification-of-causal-mechanisms-based-on-between-subject-double-randomization-designs Identification of Causal Mechanisms Based on Between-Subject Double Randomization Designs |... Understanding the mechanisms through which treatment effects come about is crucial for designing effective interventions. The identification of such c... causal mechanisms based on identification https://elifesciences.org/articles/69736/peer-reviews Peer review in Causal neural mechanisms of context-based object recognition | eLife Context-based object recognition causally relies on both scene- and object-selective cortex, with scene-selective cortex generating expectations (at 160-200 ms... peer review https://deepai.org/publication/estimating-heterogeneous-causal-effects-in-the-presence-of-irregular-assignment-mechanisms Estimating Heterogeneous Causal Effects in the Presence of Irregular Assignment Mechanisms | DeepAI Aug 13, 2018 - 08/13/18 - This paper provides a link between causal inference and machine learning techniques - specifically, Classification and Regression ... in the https://deepai.org/publication/recoverability-and-estimation-of-causal-effects-under-typical-multivariable-missingness-mechanisms Recoverability and estimation of causal effects under typical multivariable missingness mechanisms... Jan 17, 2023 - 01/17/23 - In the context of missing data, the identifiability or recoverability estimation causal https://www.cambridge.org/core/journals/american-political-science-review/article/abs/unpacking-the-black-box-of-causality-learning-about-causal-mechanisms-from-experimental-and-observational-studies/9D2ACE9F784B99A30216D216FBF88553 Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and... Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and Observational Studies - Volume 105 Issue 4 the black box https://www.kcl.ac.uk/news/new-guidelines-to-improve-reporting-standards-of-studies-that-aim-to-understand-causal-mechanisms New guidelines to improve reporting standards of studies that aim to understand causal mechanisms |... Researchers have developed a new set of guidelines for reporting mediation analyses in health research. https://sciencedaily.com/releases/2021/09/210921125158.htm New guidelines to improve reporting standards of studies that investigate causal mechanisms |... A new guideline has been developed to help scientists publish their research accurately and transparently. The AGReMA Statement (A Guideline for Reporting... new guidelines to improve reporting standards https://elifesciences.org/articles/69736/figures Figures and data in Causal neural mechanisms of context-based object recognition | eLife Context-based object recognition causally relies on both scene- and object-selective cortex, with scene-selective cortex generating expectations (at 160-200 ms... figures and data https://openreview.net/forum?id=k03mB41vyM&referrer=%5Bthe%20profile%20of%20Siyuan%20Guo%5D(%2Fprofile%3Fid%3D~Siyuan_Guo1) Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning | OpenReview Identifying latent representations or causal structures is important for good generalization and downstream task performance. However, both fields developed... causal structure representation learning identifiable exchangeable mechanisms