Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Testable Implications of Linear Structural Equation Models
Authors: Bryant Chen, Jin Tian, Judea Pearl
AAAI 2014 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | In this paper, we extend the half-trek criterion of (Foygel, Draisma, and Drton 2012) to identify a larger set of structural coefficients and use it to systematically discover overidentifying constraints. Still open is the question of whether our algorithm is complete. and Algorithm 1 Identify and Algorithm 2 Find Constraints |
| Researcher Affiliation | Academia | Bryant Chen University of California, Los Angeles Computer Science Department Los Angeles, CA, 90095-1596, USA EMAIL Jin Tian Iowa State University Computer Science Department Ames, IA 50011 EMAIL Judea Pearl University of California, Los Angeles Computer Science Department Los Angeles, CA, 90095-1596, USA EMAIL |
| Pseudocode | Yes | Algorithm 1 Identify and Algorithm 2 Find Constraints |
| Open Source Code | No | The paper does not include any statement or link regarding the public availability of its source code. |
| Open Datasets | No | The paper focuses on theoretical contributions and does not report using any datasets for training or evaluation. |
| Dataset Splits | No | The paper is theoretical and does not provide details on dataset splits for training, validation, or testing. |
| Hardware Specification | No | The paper is theoretical and does not describe the hardware used for experiments. |
| Software Dependencies | No | The paper is theoretical and does not provide specific software dependencies with version numbers. |
| Experiment Setup | No | The paper is theoretical and does not provide details about experimental setup or hyperparameters. |