Finite-Time Last-Iterate Convergence for Learning in Multi-Player Games
Authors: Yang Cai, Argyris Oikonomou, Weiqiang Zheng
NeurIPS 2022 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Our results are theoretical. We state the assumptions of our results in the statements of the lemmas. If you ran experiments... [N/A] |
| Researcher Affiliation | Academia | Yang Cai Yale University yang.cai@yale.edu Argyris Oikonomou Yale University argyris.oikonomou@yale.edu Weiqiang Zheng Yale University weiqiang.zheng@yale.edu |
| Pseudocode | No | The algorithms (Optimistic Gradient and Extragradient) are described using mathematical equations (e.g., 'zk = ΠZ [zk 1 ηF(wk)] , wk+1 = ΠZ [zk ηF(wk)] (1)') rather than formal pseudocode blocks or algorithm boxes. |
| Open Source Code | No | Did you include the code, data, and instructions needed to reproduce the main experimental results (either in the supplemental material or as a URL)? [N/A] |
| Open Datasets | No | The paper is theoretical and does not involve experiments or datasets for training. The reproducibility checklist states 'N/A' for experimental results. |
| Dataset Splits | No | The paper is theoretical and does not involve experiments or dataset splits for validation. The reproducibility checklist states 'N/A' for experimental results. |
| Hardware Specification | No | The paper is theoretical and does not mention any specific hardware used for experiments. The reproducibility checklist states 'N/A' for experimental results. |
| Software Dependencies | No | The paper mentions 'SOS programming' but does not list specific software dependencies with version numbers for experimental setup. The reproducibility checklist states 'N/A' for experimental results. |
| Experiment Setup | No | The paper is theoretical and does not describe an experimental setup with hyperparameters or training configurations. The reproducibility checklist states 'N/A' for experimental results. |