Notice: This website is continuously updated as new conference proceedings and journal volumes are published. Consequently, the figures presented here may differ from those reported in our publications.
A brief overview of our methodology is provided on the Methods page, along with references to publications documenting our approach and links to the code and data used in each study.
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.
A Hierarchy of Graphical Models for Counterfactual Inferences
Authors: Hongshuo Yang, Elias Bareinboim
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 41,806 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 2,662 Total number of tokens produced by the LLM (including reasoning/thinking tokens) for this paper's analysis.
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | The paper does not include experiments. (Justification for question 4, 5, 6, 7, 8 in NeurIPS Paper Checklist) |
| Researcher Affiliation | Academia | Hongshuo Yang Elias Bareinboim Causal Artificial Intelligence Lab Columbia University EMAIL EMAIL |
| Pseudocode | Yes | Algorithm 1 AMWN-CONSTRUCT(G, W ) Input: Causal Diagram G and a set of counterfactual variables W Output: GA(W ), the AMWN constructed from G and W... Algorithm 2 CTFIDU(Y , y , Z, G)... Algorithm 3 CTFID(Y , y , X , x , Z, G) |
| Open Source Code | No | The paper does not include experiments requiring code. (Justification for question 5 in NeurIPS Paper Checklist) |
| Open Datasets | No | The paper does not include experiments. (Justification for question 4 in NeurIPS Paper Checklist) |
| Dataset Splits | No | The paper does not include experiments. (Justification for question 6 in NeurIPS Paper Checklist) |
| Hardware Specification | No | The paper does not include experiments. (Justification for question 8 in NeurIPS Paper Checklist) |
| Software Dependencies | No | The paper does not include experiments. (Justification for question 4 in NeurIPS Paper Checklist) |
| Experiment Setup | No | The paper does not include experiments. (Justification for question 6 in NeurIPS Paper Checklist) |