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 Shift Toward Open and Reproducible AI Research," Under Review, 2026. doi: 10.48550/arXiv.2606.16974..
Deployment Efficient Reward-Free Exploration with Linear Function Approximation
Authors: Zihan Zhang, Yuxin Chen, Jason D. Lee, Simon S Du, Lin F. Yang, Ruosong Wang
NeurIPS 2025 | Venue PDF | LLM Run Details | Input Tokens: 32,609 Total number of tokens sent to the LLM as input for this paper's analysis. | Output Tokens: 3,308 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 | This paper does not include experiments. The answer NA means that the paper does not include experiments. |
| Researcher Affiliation | Academia | Zihan Zhang EMAIL HKUST, Yuxin Chen EMAIL University of Pennsylvania, Jason D. Lee EMAIL UC Berkeley, Simon S. Du EMAIL University of Washington, Lin F. Yang EMAIL UCLA, Ruosong Wang EMAIL Peking University |
| Pseudocode | Yes | Algorithm 1 Exploration, Algorithm 2 Policy-Design, Algorithm 3 Matrix-Eval, Algorithm 4 Truncated-Matrix-Eval, Algorithm 5 Planning, Algorithm 6 Planning-R, Algorithm 7 Policy-Execution |
| Open Source Code | No | Answer: [NA] . Justification: This paper does not include experiments. Guidelines: The answer NA means that paper does not include experiments requiring code. |
| Open Datasets | No | Answer: [NA] . Justification: This paper does not include experiments. Guidelines: The answer NA means that the paper does not include experiments. |
| Dataset Splits | No | Answer: [NA] . Justification: This paper does not include experiments. Guidelines: The answer NA means that the paper does not include experiments. |
| Hardware Specification | No | Answer: [NA] . Justification: This paper does not include experiments. Guidelines: The answer NA means that the paper does not include experiments. |
| Software Dependencies | No | Answer: [NA] . Justification: This paper does not include experiments. Guidelines: The answer NA means that the paper does not include experiments. |
| Experiment Setup | No | Answer: [NA] . Justification: This paper does not include experiments. Guidelines: The answer NA means that the paper does not include experiments. |