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..
Optimal Dynamic Regret in LQR Control
Authors: Dheeraj Baby, Yu-Xiang Wang
NeurIPS 2022 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Paper of theoretical nature. |
| Researcher Affiliation | Academia | Dheeraj Baby Department of Computer Science UC Santa Barbara EMAIL Yu-Xiang Wang Department of Computer Science UC Santa Barbara EMAIL |
| Pseudocode | Yes | Figure 1: Pro DR.control: An algorithm for non-stationary and proper linear regression. Figure 2: Pro DR.control.delayed: An instance of delayed to non-delayed reduction from Joulani et al. [2013] |
| Open Source Code | No | Paper of theoretical nature. |
| Open Datasets | No | The paper is theoretical and does not involve empirical studies with datasets. The ethics checklist states: '[N/A] Paper of theoretical nature.' for questions related to experiments and data. |
| Dataset Splits | No | The paper is theoretical and does not involve empirical studies with datasets. The ethics checklist states: '[N/A] Paper of theoretical nature.' for questions related to experiments and data. |
| Hardware Specification | No | The paper is theoretical and does not describe any experiments that would require specific hardware. The ethics checklist states: '[N/A] Paper of theoretical nature.' for questions related to experiments. |
| Software Dependencies | No | The paper is theoretical and does not describe any experiments that would require specific software dependencies with version numbers. The ethics checklist states: '[N/A] Paper of theoretical nature.' for questions related to experiments. |
| Experiment Setup | No | The paper is theoretical and does not describe any experiments with specific hyperparameters or training settings. The ethics checklist states: '[N/A] Paper of theoretical nature.' for questions related to experiments. |