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..
The Complexity of Correlated Equilibria in Generalized Games
Authors: Martino Bernasconi, Matteo Castiglioni, Andrea Celli, Gabriele Farina
NeurIPS 2025 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Justification: This is mainly a theoretical paper, and no experiments are performed. |
| Researcher Affiliation | Academia | Martino Bernasconi Bocconi University EMAIL Matteo Castiglioni Politecnico di Milano EMAIL Andrea Celli Bocconi University EMAIL Gabriele Farina Massachusetts Institute of Technology EMAIL |
| Pseudocode | No | The paper describes theoretical proofs, reductions, and mathematical formulations, but it does not contain any clearly labeled pseudocode or algorithm blocks. The structure of the paper focuses on theorems, lemmas, and their proofs. |
| Open Source Code | No | Justification: This is mainly a theoretical paper, and no experiments are performed. |
| Open Datasets | No | The paper is theoretical and does not conduct experiments involving datasets. |
| Dataset Splits | No | The paper is theoretical and does not involve experiments with datasets, therefore, no dataset splits are discussed. |
| Hardware Specification | No | The paper is theoretical and does not describe any experiments that would require specific hardware. Therefore, no hardware specifications are provided. |
| Software Dependencies | No | The paper is theoretical and does not include experimental work that would require listing software dependencies with version numbers. |
| Experiment Setup | No | The paper is theoretical and does not present any experimental results, thus no experimental setup details or hyperparameters are described. |