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Salem Lahlou

Mohamed bin Zayed University of Artificial Intelligence

United Arab Emirates

SCHOLARLY PAPERS

2

DOWNLOADS

1,171

TOTAL CITATIONS

0

Scholarly Papers (2)

1.

Position: Agentic AI Systems should be making Bayes-Consistent Decisions

ESSEC Business School Research Paper Forthcoming
Number of pages: 18 Posted: 29 Jan 2026 Last Revised: 20 Apr 2026
PolyShape, ESSEC Business School, Independent, VinUniversity, Imperial College London, affiliation not provided to SSRN, King Abdullah University of Science and Technology (KAUST), Mayo Clinic, University of Technology Nuremberg, National Technical University of Athens, Ludwig-Maximilians-Universität München, Chan Zuckerberg Initiative, RIKEN, the Institute of Physical and Chemical Research, Mohamed bin Zayed University of Artificial Intelligence, Mohamed bin Zayed University of Artificial Intelligence, Imperial College London, University of Notre Dame, affiliation not provided to SSRN, RIKEN, the Institute of Physical and Chemical Research, Spotify, Mohamed bin Zayed University of Artificial Intelligence, Ludwig Maximilian University of Munich (LMU), Cognizant Technology Solutions, Mohamed bin Zayed University of Artificial Intelligence, University College London, KTH Royal Institute of Technology, Ghent University, New York University and Beijing Institute of Mathematical Sciences and Applications
Downloads 1,140 (52,188)

Abstract:

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Bayesian decision theory, AI agents, Agentic orchestration, LLMs

2.

Expert-Aided Causal Discovery of Ancestral Graphs

Number of pages: 34 Posted: 15 Jan 2026
Mohamed bin Zayed University of Artificial Intelligence, affiliation not provided to SSRN, Basque Center for Applied Mathematics, affiliation not provided to SSRN, Mohamed bin Zayed University of Artificial Intelligence, University of Münster, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Münster
Downloads 31 (1,359,097)

Abstract:

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Probabilistic Causal Discovery, Latent Confounding, Expert in the Loop, GFlowNet, Bayesian Structure Learning, Uncertainty-Aware Knowledge Integration