Causal Inference

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21 papers in the last four weeks, up 62% on the four weeks before. 0.2% of all new papers.

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  1. From Confounding to Learning: Dynamic Service Fee Pricing on Third-Party Platforms

    Dec 28, 2025Rui Ai, David Simchi-Levi, Feng ZhuCausal Effect EstimationInstrumental Variable Estimation

    MIT

  2. Spatial Deconfounder: Interference-Aware Deconfounding for Spatial Causal Inference

    Oct 9, 2025Ayush Khot, Miruna Oprescu, Maresa Schröder +2Causal Effect EstimationCausal Inference

    University of Illinois at Urbana-Champaign · Cornell University, Cornell Tech · LMU Munich, Munich Center for Machine Learning (MCML) +1

  3. Semiparametric Inference for Counterfactual Regression under Intervention-Driven Shift

    Apr 3, 2025Kwangho KimDistribution Shift RobustnessSemiparametric Inference

    Department of Statistics, Korea University

  4. Causal Effect Estimation under Networked Interference without Networked Unconfoundedness Assumption

    Feb 27, 2025Weilin Chen, Ruichu Cai, Jie Qiao +2Causal Effect EstimationCausal Identifiability

    School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, China · School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, China and Peng Cheng Laboratory, Shenzhen, China · Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, United Kingdom

  5. SPARC: Scalable Path-Specific Counterfactual Fairness via Causal Conditional Independence

    Dec 6, 2024Bowei Tian, Yexiao He, Ziyao Wang +3Debiased MLAlgorithmic Fairness

    University of Maryland, College Park, MD 20742, USA · Clemson University, Clemson, SC 29634, USA

  6. Identifiability Analysis of Linear ODE Systems with Hidden Confounders

    Oct 29, 2024Yuanyuan Wang, Biwei Huang, Wei Huang +2Parameter IdentifiabilityCausal Identifiability

    The University of Melbourne · University of California, San Diego

  7. Granger Causality in Extremes

    Jul 12, 2024Juraj Bodik, Olivier C. PascheTime-Series Causal DiscoveryCausal Inference

    Faculty of Business and Economics, University of Lausanne, Switzerland · Department of Statistics, UC Berkeley, California, USA · Research Institute for Statistics and Information Science, University of Geneva, Switzerland +1

  8. Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework

    Jun 12, 2024Zineb Senane, Axel Karlsson, Lele Cao +6Synthetic Benchmark GenerationCausal Inference

    KTH Royal Institute of Technology · Stockholm, Sweden · King AI Labs, Microsoft +2

  9. Multiply Robust Causal Mediation Analysis with Continuous Treatments

    May 19, 2021Yizhen Xu, AmirEmad Ghassami, Numair Sani +1Causal Effect EstimationCausal Mediation Analysis

    Division of Biostatistics, Department of Population Health Sciences, University of Utah, USA · Department of Mathematics and Statistics, Boston University, USA · Department of Computer Science, Johns Hopkins University, USA

  10. Policy design in experiments with unknown interference

    Nov 16, 2020Davide Viviano, Jess RudderCausal Effect EstimationPolicy Optimization

    Department of Economics, Harvard University, 1805 Cambridge St, Cambridge, MA 02138. · Department of Economics, Oregon State University, 1500 SW Jefferson Way, Corvallis, OR 97331.

  11. Aligning Language Models with Observational Data: Opportunities and Risks from a Causal Perspective

    Date pendingErfan LoghmaniLLM AlignmentLLM Fine-Tuning

    Foster School of Business University of Washington Seattle, WA 98195

  12. Decomposing Discrimination: Causal Mediation Analysis for AI-Driven Credit Decisions

    Date pendingDuraimurugan RajamanickamFinancial ServicesCausal Effect Estimation

    VP, Artificial Intelligence, Hudson Valley Credit Union, Poughkeepsie, NY · PhD Candidate, Causal Machine Learning, University of Arkansas at Little Rock