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.
The Adaptive Complexity of Minimizing Relative Fisher Information
Authors: Huanjian Zhou, Masashi Sugiyama
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 21,577 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 2,930 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 | Justification: This paper focuses on theoretical results. Guidelines: The answer NA means that the paper does not include experiments. |
| Researcher Affiliation | Academia | Huanjian Zhou Graduate School of Frontier Sciences The University of Tokyo Center for Advanced Intelligence Project RIKEN EMAIL Masashi Sugiyama Center for Advanced Intelligence Project RIKEN Graduate School of Frontier Sciences The University of Tokyo EMAIL |
| Pseudocode | Yes | Algorithm 1: Parallel Picard method for non-log-concave sampling |
| Open Source Code | No | Justification: This paper focuses on theoretical results. Guidelines: The answer NA means that paper does not include experiments requiring code. |
| Open Datasets | No | Justification: This paper focuses on theoretical results. Guidelines: The answer NA means that the paper does not include experiments. |
| Dataset Splits | No | Justification: This paper focuses on theoretical results. Guidelines: The answer NA means that the paper does not include experiments. |
| Hardware Specification | No | Justification: This paper focuses on theoretical results. Guidelines: The answer NA means that the paper does not include experiments. |
| Software Dependencies | No | Justification: This paper focuses on theoretical results. Guidelines: The answer NA means that the paper does not include experiments. |
| Experiment Setup | No | Justification: This paper focuses on theoretical results. Guidelines: The answer NA means that the paper does not include experiments. |