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..
Identifying Macro Causal Effects in C-DMGs over DMGs
Authors: Simon Ferreira, Charles Assaad
NeurIPS 2025 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | These results are purely theoretical. We do not believe that any experiment is needed nor would any experiment strengthen the claims of this work. |
| Researcher Affiliation | Academia | Simon Ferreira Sorbonne Université, INSERM, Institut Pierre Louis d Epidémiologie et de Santé Publique, F75012, Paris, France EMAIL Charles K. Assaad Sorbonne Université, INSERM, Institut Pierre Louis d Epidémiologie et de Santé Publique, F75012, Paris, France EMAIL |
| Pseudocode | No | The paper focuses on theoretical proofs, definitions, and theorems related to causal effects in C-DMGs over DMGs. It does not contain any explicit pseudocode or algorithm blocks. |
| Open Source Code | No | These results are purely theoretical. We do not believe that any experiment is needed nor would any experiment strengthen the claims of this work. |
| Open Datasets | No | These results are purely theoretical. We do not believe that any experiment is needed nor would any experiment strengthen the claims of this work. |
| Dataset Splits | No | The paper presents theoretical results and does not involve empirical experiments or dataset analysis, therefore, dataset splits are not applicable. |
| Hardware Specification | No | The paper presents theoretical results and does not involve empirical experiments, therefore, hardware specifications are not applicable. |
| Software Dependencies | No | The paper presents theoretical results and does not involve empirical experiments, therefore, software dependencies are not applicable. |
| Experiment Setup | No | The paper presents theoretical results and does not involve empirical experiments, therefore, experimental setup details are not applicable. |