The impact of prior knowledge on causal structure learning

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The impact of prior knowledge on causal structure learning

31 January 2021

Anthony C. Constantinou

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Papers citing "The impact of prior knowledge on causal structure learning"

9 / 9 papers shown

Title
Think Global, Act Local: Bayesian Causal Discovery with Language Models in Sequential Data Prakhar Verma David Arbour Sunav Choudhary Harshita Chopra Arno Solin Atanu R. Sinha 10 0 0 19 Jun 2025
Learning to Defer for Causal Discovery with Imperfect Experts Oscar Clivio Divyat Mahajan Perouz Taslakian Sara Magliacane Ioannis Mitliagkas Valentina Zantedeschi Alexandre Drouin CML 166 0 0 18 Feb 2025
bnRep: A repository of Bayesian networks from the academic literature Manuele Leonelli 68 5 0 27 Sep 2024
Causal Discovery over High-Dimensional Structured Hypothesis Spaces with Causal Graph Partitioning Ashka Shah Adela DePavia Nathaniel Hudson Ian Foster Rick L. Stevens CML 60 1 0 10 Jun 2024
ALCM: Autonomous LLM-Augmented Causal Discovery Framework Elahe Khatibi Mahyar Abbasian Zhongqi Yang Iman Azimi Amir M. Rahmani 144 15 0 02 May 2024
Causal discovery using dynamically requested knowledge N. K. Kitson Anthony C. Constantinou CML 41 1 0 17 Oct 2023
Mitigating Prior Errors in Causal Structure Learning: Towards LLM driven Prior Knowledge Lyuzhou Chen Taiyu Ban Xiangyu Wang Derui Lyu Huanhuan Chen 66 20 0 12 Jun 2023
Domain Knowledge in A*-Based Causal Discovery Steven Kleinegesse A. Lawrence Hana Chockler CML 40 3 0 17 Aug 2022
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 106 198 0 23 Sep 2021