DeCOM: Decomposed Policy for Constrained Cooperative Multi-Agent Reinforcement Learning
Authors: Zhaoxing Yang, Haiming Jin, Rong Ding, Haoyi You, Guiyun Fan, Xinbing Wang, Chenghu Zhou
AAAI 2023 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Finally, we conduct extensive experiments to show the effectiveness of De COM with various types of costs in both moderate-scale and large-scale (with 500 agents) environments that originate from real-world applications. |
| Researcher Affiliation | Academia | Shanghai Jiao Tong University, Shanghai, China {yiannis, jinhaiming, dingrong, yuri-you, fgy726, xwang8}@sjtu.edu.cn, zhouchsjtu@gmail.com |
| Pseudocode | Yes | Algorithm 1: Training Algorithm of De COM |
| Open Source Code | No | The paper does not provide an explicit statement of code release or a link to a source code repository for the methodology described. |
| Open Datasets | Yes | CLFM is built with a public city-scale dataset7 that contains approximate 1 million orders from November 1 to November 30, 2016 in Chengdu, China. 7Data source: Di Di Chuxing GAIA Open Dataset Initiative (https://gaia.didichuxing.com). |
| Dataset Splits | No | The paper mentions using datasets for experiments but does not provide specific training/validation/test dataset splits (percentages, counts, or references to predefined splits). |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., exact GPU/CPU models, processor types, or memory) used for running its experiments. |
| Software Dependencies | No | The paper mentions software components like 'MADDPG critics' and 'Mean-Field critics' but does not provide specific version numbers for any software dependencies, libraries, or solvers. |
| Experiment Setup | Yes | We set λ in CTC-safe, CDSN and CLFM as 1, and 0.01 in CTC-fair. Due to space limit, we put more discussions about chooing λ and detailed training curves in Appendix B.5. |