The Emergence of Individuality
Authors: Jiechuan Jiang, Zongqing Lu
ICML 2021 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Empirically, we show that EOI outperforms existing methods in a variety of multi-agent cooperative scenarios. |
| Researcher Affiliation | Academia | Jiechuan Jiang 1 Zongqing Lu 1 1Peking University. Correspondence to: Zongqing Lu <zongqing.lu@pku.edu.cn>. |
| Pseudocode | No | The paper describes the proposed method in narrative text and includes architectural diagrams, but it does not contain structured pseudocode or algorithm blocks. |
| Open Source Code | No | The paper does not provide any concrete access information (specific repository link, explicit code release statement, or code in supplementary materials) for the methodology described. |
| Open Datasets | No | The paper describes several custom or adapted environments (Pac-Men, Windy Maze, Firefighters, Battle, 10 vs 10) but does not provide specific access information (links, DOIs, repositories, or formal citations to public datasets) for the data used or generated within these environments. |
| Dataset Splits | No | The paper does not provide specific dataset split information (exact percentages, sample counts, citations to predefined splits, or detailed splitting methodology) for training, validation, or testing. |
| Hardware Specification | No | The paper does not provide specific hardware details (exact GPU/CPU models, processor types, or memory amounts) used for running its experiments. |
| Software Dependencies | No | The paper mentions several algorithms and environments but does not provide specific ancillary software details, such as library names with version numbers, needed to replicate the experiment. |
| Experiment Setup | No | The paper states 'The details about the experimental settings and the hyperparameters are available in Appendix B.', indicating that these details are not provided in the main text. |