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..
Universal Causal Inference in a Topos
Authors: Sridhar Mahadevan
NeurIPS 2025 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | However, our paper is largely a theoretical study of the universal properties that underlie causality. It does not address concrete algorithmic questions, and is complementary to the empirical literature in the field. |
| Researcher Affiliation | Industry | Sridhar Mahadevan Adobe Research San Jose, CA EMAIL |
| Pseudocode | No | The paper presents theoretical formulations, definitions, and proofs related to topos causal models, but does not include any pseudocode or algorithm blocks. |
| Open Source Code | No | The NeurIPS checklist section '5. Open access to data and code' states: 'Answer: [NA] Justification: The paper does not include experiments.' |
| Open Datasets | No | The NeurIPS checklist section '5. Open access to data and code' states: 'Answer: [NA] Justification: The paper does not include experiments.' |
| Dataset Splits | No | The NeurIPS checklist section '6. Experimental setting/details' states: 'Answer: [NA] Justification: The paper does not include experiments.' |
| Hardware Specification | No | The NeurIPS checklist section '8. Experiments compute resources' states: 'Answer: [NA] Justification: The paper does not include experiments.' |
| Software Dependencies | No | The paper focuses on theoretical contributions and does not describe any experimental implementations or software dependencies. |
| Experiment Setup | No | The NeurIPS checklist section '6. Experimental setting/details' states: 'Answer: [NA] Justification: The paper does not include experiments.' |