Zobrazeno 1 - 10
of 1 724
pro vyhledávání: '"Willig, A P"'
Autor:
Willig, Moritz, Tobiasch, Tim Nelson, Busch, Florian Peter, Seng, Jonas, Dhami, Devendra Singh, Kersting, Kristian
Most work on causality in machine learning assumes that causal relationships are driven by a constant underlying process. However, the flexibility of agents' actions or tipping points in the environmental process can change the qualitative dynamics o
Externí odkaz:
http://arxiv.org/abs/2410.13054
$\chi$SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains
Autor:
Poonia, Harsh, Willig, Moritz, Yu, Zhongjie, Zečević, Matej, Kersting, Kristian, Dhami, Devendra Singh
Causal inference in hybrid domains, characterized by a mixture of discrete and continuous variables, presents a formidable challenge. We take a step towards this direction and propose Characteristic Interventional Sum-Product Network ($\chi$SPN) that
Externí odkaz:
http://arxiv.org/abs/2408.07545
Autor:
Pell, Samuel, Willig, Andreas
Recently, swarms or formations of drones have received increased interest both in the literature and in applications. To dynamically adapt to their operating environment, swarm members need to communicate wirelessly for control and coordination tasks
Externí odkaz:
http://arxiv.org/abs/2404.01570
Structural causal models (SCMs) are a powerful tool for understanding the complex causal relationships that underlie many real-world systems. As these systems grow in size, the number of variables and complexity of interactions between them does, too
Externí odkaz:
http://arxiv.org/abs/2310.08377
Autor:
Matthieu Le Dorze, Romain Barthélémy, Olivier Lesieur, Gérard Audibert, Marie-Ange Azais, Dorothée Carpentier, Charles Cerf, Gaëlle Cheisson, Renaud Chouquer, Vincent Degos, Marion Fresco, Fabien Lambiotte, Emmanuelle Mercier, Jérôme Morel, Laurent Muller, Erika Parmentier-Decrucq, Sébastien Prin, Armine Rouhani, France Roussin, Jean-Christophe Venhard, Mathieu Willig, Catherine Vernay, Benjamin Chousterman, Nancy Kentish-Barnes, the CARE-M3 Research Group
Publikováno v:
BMC Medical Ethics, Vol 25, Iss 1, Pp 1-9 (2024)
Abstract Background The development of controlled donation after circulatory death (cDCD) is both important and challenging. The tension between end-of-life care and organ donation raises significant ethical issues for healthcare professionals in the
Externí odkaz:
https://doaj.org/article/19e190d2a1744e3393127e690ccf3bb6
Publikováno v:
Transactions in Machine Learning Research (08/2023)
Some argue scale is all what is needed to achieve AI, covering even causal models. We make it clear that large language models (LLMs) cannot be causal and give reason onto why sometimes we might feel otherwise. To this end, we define and exemplify a
Externí odkaz:
http://arxiv.org/abs/2308.13067
Autor:
Band, Saurabh, Stechmann, Florian, Unnikrishnan, Malavika, Attarha, Shadi, Heinicke, Christiane, Willig, Andreas, Förster, Anna
Among the various required resources for this civilization, the habitat is one of the crucial resources to live on Mars. Such an extraterrestrial habitat is designed to provide a safe place to live during the initial missions. It is equipped with mon
Externí odkaz:
http://arxiv.org/abs/2305.08143
Publikováno v:
Comunicação e Sociedade, Vol 46 (2024)
Digitalization has led to a crisis in news media and an upheaval in media ownership. A research concern has been that the motives driving media owners will shift from financial and public service to overtly political and ideological. The term “medi
Externí odkaz:
https://doaj.org/article/5722eb372ec64bc7ba6882fd4b9b86a1
This short paper discusses continually updated causal abstractions as a potential direction of future research. The key idea is to revise the existing level of causal abstraction to a different level of detail that is both consistent with the history
Externí odkaz:
http://arxiv.org/abs/2212.12575
Many researchers have voiced their support towards Pearl's counterfactual theory of causation as a stepping stone for AI/ML research's ultimate goal of intelligent systems. As in any other growing subfield, patience seems to be a virtue since signifi
Externí odkaz:
http://arxiv.org/abs/2212.12570