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..
Truncated Variance Reduced Value Iteration
Authors: Yujia Jin, Ishani Karmarkar, Aaron Sidford, Jiayi Wang
NeurIPS 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | The paper focuses on theoretical results and mathematical analysis and does not include experiments. |
| Researcher Affiliation | Academia | Yujia Jin Stanford University EMAIL Ishani Karmarkar Stanford University EMAIL Aaron Sidford Stanford University EMAIL Jiayi Wang Stanford University EMAIL |
| Pseudocode | Yes | Algorithm 1: Sample(u, p, M, η) ... Algorithm 2: Apx Utility(u, M, η) ... Algorithm 3: TVRVI(v(0), π(0), x, α, δ) ... Algorithm 4: Offline TVRVI(ε, δ) ... Algorithm 5: Sample TVRVI(ε, δ) ... Algorithm 6: Problem Dependent TVRVI(ε, δ, V ) |
| Open Source Code | No | The paper focuses on theoretical results and mathematical analysis and does not include experiments. |
| Open Datasets | No | The paper focuses on theoretical results and mathematical analysis and does not include experiments. |
| Dataset Splits | No | The paper focuses on theoretical results and mathematical analysis and does not include experiments. |
| Hardware Specification | No | The paper focuses on theoretical results and mathematical analysis and does not include experiments. |
| Software Dependencies | No | The paper focuses on theoretical results and mathematical analysis and does not include experiments. |
| Experiment Setup | No | The paper focuses on theoretical results and mathematical analysis and does not include experiments. |