Score-Based Causal Discovery

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11 papers5 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

  1. Causal Discovery Under Hard Selection Bias: A New Robust Score-Matching Approach

    Oct 13, 2026Yiwen Qiu, Francesco Montagna, Shimeng Huang +1Causal DiscoverySelection Bias

    IST Austria, Am Campus 1, Klosterneuburg, 3400

  2. Score-Based Learning of Cluster DAGs from Interventions

    Oct 8, 2026Gaetano Tedesco, Alex MarkhamScore-Based Causal DiscoveryCausal Structure Learning

    Informatics Institute, University of Amsterdam · Department of Mathematical Sciences, University of Copenhagen

  3. Directional Evidence Guided Search-Space Reduction for Exact DAG Learning

    Oct 6, 2026Upala Junaida Islam, Abdelmonem Elrefaey, Rong PanScore-Based Causal DiscoveryBayesian Network Structure Learning

    School of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ 85281, USA.

  4. Mapping and Advancing the Scalability-Accuracy Frontier of Nonlinear Causal Discovery

    Oct 2, 2026Hendrik Suhr, Sascha Xu, Jilles VreekenScore-Based Causal DiscoveryCausal Discovery

    CISPA Helmholtz Center for Information Security

  5. Discrete Score Matching Enables Causal Discovery from Count Data

    Sep 30, 2026Euijong Song, Hyewon Park, Gunwoong ParkScore MatchingCausal Discovery

    Department of Statistics Seoul National University, Korea · Interdisciplinary Program in Artificial Intelligence; Institute for Data Innovation in Science, Seoul National University, Korea

  6. Support Selection Beyond Smooth DAG Exactness: Completion Geometry,Score Margins, and Selective Certificates

    Aug 8, 2026Rui Wu, Zongyuan Chen, Hong XieScore-Based Causal DiscoveryCausal Discovery

    School of Computer Science and Engineering, University of Science and Technology of China

  7. Score-Based Causal Discovery of Latent Variable Causal Models

    May 19, 2026Ignavier Ng, Xinshuai Dong, Haoyue Dai +3Latent Variable ModelsStructural Causal Models

    Carnegie Mellon University · University of California, San Diego · Mohamed bin Zayed University of Artificial Intelligence

  8. Fourier Feature Methods for Nonlinear Causal Discovery: FFML Scoring, TRFF Scoring, and FFCI Testing in Mixed Data

    May 7, 2026Joseph D. RamseyFourier Feature EmbeddingsCausal Discovery

    Department of Philosophy Carnegie Mellon University Pittsburgh, PA 15213

  9. Optimization-Free Topological Sort for Causal Discovery via the Schur Complement of Score Jacobians

    Apr 28, 2026Rui Wu, Hong XieScore-Based Causal DiscoveryCausal Discovery

    School of Computer Science and Engineering University of Science and Technology of China

  10. A novel hybrid approach for positive-valued DAG learning

    Apr 10, 2026Yao ZhaoScore-Based Causal DiscoveryCausal Discovery

    Department of Statistics, Operations, and Data Science Fox School of Business, Temple University Philadelphia, PA, USA

  11. Learning Causal Structure of Time Series using Best Order Score Search

    Mar 5, 2026Irene Gema Castillo Mansilla, Urmi NinadTime-Series Causal DiscoveryBayesian Networks

    University of Potsdam, Potsdam, Germany · Department of Computer Science, University of Potsdam, Potsdam, Germany