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..
An Optimized Franz-Parisi Criterion and its Equivalence with SQ Lower Bounds
Authors: Siyu Chen, Theodor Misiakiewicz, Ilias Zadik, Peiyuan Zhang
NeurIPS 2025 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | There are no experimental results, as this is a theory paper. |
| Researcher Affiliation | Academia | Siyu Chen Department of Statistics and Data Science Yale University EMAIL Theodor Misiakiewicz Department of Statistics and Data Science Yale University EMAIL Ilias Zadik Department of Statistics and Data Science Yale University EMAIL Peiyuan Zhang Department of Statistics and Data Science Yale University EMAIL |
| Pseudocode | No | The paper discusses various algorithms and methods conceptually (e.g., "low-degree polynomial (LDP) lower bounds", "Statistical Query (SQ) lower bounds", "local algorithms such as Langevin or Glauber dynamics"), but it does not present any pseudocode or algorithm blocks with structured steps in the main text or appendices. |
| Open Source Code | No | There are no experimental results, as this is a theory paper. |
| Open Datasets | No | There are no experimental results, as this is a theory paper. |
| Dataset Splits | No | There are no experimental results, as this is a theory paper. |
| Hardware Specification | No | There are no experimental results, as this is a theory paper. |
| Software Dependencies | No | There are no experimental results, as this is a theory paper. |
| Experiment Setup | No | There are no experimental results, as this is a theory paper. |