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..
Near-Optimal Dynamic Regret for Adversarial Linear Mixture MDPs
Authors: Long-Fei Li, Peng Zhao, Zhi-Hua Zhou
NeurIPS 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | This is a theoretical paper and does not include experiments. |
| Researcher Affiliation | Academia | Long-Fei Li, Peng Zhao, Zhi-Hua Zhou National Key Laboratory for Novel Software Technology, Nanjing University, China School of Artificial Intelligence, Nanjing University, China |
| Pseudocode | Yes | Algorithm 1 OOPE, Algorithm 2 Comp Conf Set |
| Open Source Code | No | The paper does not provide an explicit statement about releasing source code or a link to a code repository. The NeurIPS checklist also indicates 'NA' for this question, implying no code is provided. |
| Open Datasets | No | This is a theoretical paper and does not include experiments or datasets. |
| Dataset Splits | No | This is a theoretical paper and does not include experiments or dataset splits. |
| Hardware Specification | No | This is a theoretical paper and does not include experiments; therefore, no hardware specifications are mentioned. |
| Software Dependencies | No | This is a theoretical paper and does not include experiments; therefore, no specific software dependencies with version numbers are mentioned. |
| Experiment Setup | No | This is a theoretical paper and does not include experiments; therefore, no experimental setup details like hyperparameters or training settings are provided. |