Robuta

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Here, we argue that they... causal modelsintriguingparametersstructuraldeepai https://papers.neurips.cc/paper_files/paper/2019/hash/2a845d4d23b883acb632fefd814e175f-Abstract.html Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets causal modelsefficientidentificationlinearstructural https://is.mpg.de/en/publications/petbaupfi20 Causal Models for Dynamical Systems | MPI-IS Our goal is to understand the principles of Perception, Action and Learning in autonomous systems that successfully interact with complex environments and to... causal modelsdynamical systemsmpi https://researchr.org/publication/TigasAJSGB22/bibtex Interventions, Where and How? Experimental Design for Causal Models at Scale - researchr... experimental designcausal modelsat scaleinterventionsresearchr https://plato.stanford.edu/archives/spr2021/entries/causal-models/ Causal Models (Stanford Encyclopedia of Philosophy/Spring 2021 Edition) causal modelsstanfordencyclopediaphilosophyspring https://papers.nips.cc/paper_files/paper/2025/hash/0c573ef147721b7f9d1dbfe549ddd25f-Abstract-Conference.html Flow based approach for Dynamic Temporal Causal models with non-Gaussian or Heteroscedastic Noises causal modelsflowbasedapproachdynamic https://pure.jbnu.ac.kr/en/publications/the-marginal-decomposition-approach-quantifying-direct-and-indire/ The Marginal Decomposition Approach Quantifying Direct and Indirect Effects in Causal Models - JBNU... causal modelsmarginaldecompositionapproachdirect https://simons.berkeley.edu/workshops/quantum-physics-statistical-causal-models Quantum Physics and Statistical Causal Models It has been understood for many years that there are connections between constraints such as Bell's inequality and Pearl's instrumental inequalities. This is... quantum physicscausal modelsstatistical https://academicworks.cuny.edu/gc_etds/4828/ "Actual Causation: Apt Causal Models and Causal Relativism" by Jennifer R. McDonald This dissertation begins by addressing the question of when a causal model is apt for deciding questions of actual causation with respect to some target... causal modelsby jenniferactualcausationapt https://av.tib.eu/media/69635 Safety of AI Systems with Executable Causal Models and Statistical Data Science - TIB AV-Portal AI systems that learn from data present a unique challenge for safety, as there is no specific design artifact, model, or code to analyse and verify. The... ai systemscausal modelsstatistical datasafetyexecutable https://research.chalmers.se/publication/548052 Causal Models in Requirement Specifications for Machine Learning: A vision Specifying data requirements for machine learning (ML) software systems remains a challenge in requirements engineering (RE). This vision paper explores causal... causal modelsmachine learningrequirementspecificationsvision https://pure.ecnu.edu.cn/en/publications/mean-residual-life-causal-models-for-survival-data-with-a-binary-/ Mean Residual Life Causal Models for Survival Data with a Binary Instrumental Variable - East China... causal modelssurvival dataeast chinameanresidual https://jmlr.org/papers/v27/23-1023.html Identifying Weight-Variant Latent Causal Models causal modelsidentifyingweightvariantlatent https://www.vinnova.se/en/p/structural-causal-models-for-distributional-shift-in-federated-learning/ Structural Causal Models for Distributional Shift in Federated Learning | Vinnova causal modelsfederated learningstructuralshiftvinnova https://boris-portal.unibe.ch/entities/publication/d2d5022a-f944-41ea-9541-62d18e9410ac What Can You Do with Causal Models? Grounding, Levels, Individuation of Properties causal modelsgroundinglevelsindividuationproperties https://portal.fis.tum.de/en/publications/extending-causal-models-from-machines-into-humans/ Extending causal models from machines into humans - Technical University of Munich causal modelsuniversity ofextendingmachineshumans https://www.tcs.tifr.res.in/web/events/909 Learning and Testing Causal Models with Interventions causal modelslearningtestinginterventions https://pirsa.org/24090085 Bipartite graphical causal models: beyond causal Bayesian networks and structural causal models |... causal modelsgraphicalbeyondbayesiannetworks https://research-information.bris.ac.uk/en/publications/continual-learning-and-refinement-of-causal-models-through-dynami/ Continual learning and refinement of causal models through dynamic predicate invention - University... continual learningcausal modelsrefinementdynamicpredicate https://www.isb.edu/faculty-and-research/research-directory/econometric-identification-of-causal-effects-graphical-causal-models-in-practice Econometric Identification of Causal Effects: Graphical Causal Models in Practice in practiceidentificationcausaleffectsgraphical https://arxiv.org/abs/2506.13025v1 [2506.13025v1] Discussion of "Causal and counterfactual views of missing data models" by Razieh... Abstract page for arXiv paper 2506.13025v1: Discussion of "Causal and counterfactual views of missing data models" by Razieh Nabi, Rohit Bhattacharya, Ilya... missing datadiscussioncausalcounterfactualviews https://aclanthology.org/2025.findings-acl.891/ ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models - ACL Anthology Martina Miliani, Serena Auriemma, Alessandro Bondielli, Emmanuele Chersoni, Lucia Passaro, Irene Sucameli, Alessandro Lenci. Findings of the Association for... large language modelsexplicaevaluatingexplicitcausal https://researchprofiles.canberra.edu.au/en/studentTheses/use-of-invertebrate-predictive-models-the-reference-condition-and/ Use of invertebrate predictive models, the reference condition and causal criteria for ecological... predictive modelsuseinvertebratereferencecondition