MineStudio: A Streamlined Package for Minecraft AI Agent Development
Cai, Shaofei, Mu, Zhancun, He, Kaichen, Zhang, Bowei, Zheng, Xinyue, Liu, Anji, Liang, Yitao
–arXiv.org Artificial Intelligence
Minecraft has emerged as a valuable testbed for embodied intelligence and sequential decision-making research, yet the development and validation of novel agents remains hindered by significant engineering challenges. This paper presents MineStudio, an open-source software package designed to streamline embodied policy development in Minecraft. MineStudio represents the first comprehensive integration of seven critical engineering components: simulator, data, model, offline pretraining, online finetuning, inference, and benchmark, thereby allowing users to concentrate their efforts on algorithm innovation. We provide a user-friendly API design accompanied by comprehensive documentation and tutorials. The complete codebase is publicly available at https://github.com/CraftJarvis/MineStudio.
arXiv.org Artificial Intelligence
Dec-24-2024
- Genre:
- Research Report (0.40)
- Industry:
- Leisure & Entertainment > Games > Computer Games (1.00)
- Technology:
- Information Technology > Artificial Intelligence
- Games > Computer Games (0.93)
- Machine Learning (1.00)
- Representation & Reasoning > Agents (0.68)
- Information Technology > Artificial Intelligence