MineStudio: A Streamlined Package for Minecraft AI Agent Development
원문 초록
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.
함께 살펴볼 논문
공통 태그를 근거로 연결했습니다. 실제 인용 관계나 논문의 우수성을 뜻하지 않습니다.
TransDreamerV3: Implanting Transformer In DreamerV3
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic Environments
TextAtari: 100K Frames Game Playing with Language Agents
LLM-Stackelberg Games: Conjectural Reasoning Equilibria and Their Applications to Spearphishing
LTLCrit: A Temporal Logic-based LLM Critic for Safe and Efficient Embodied Agents
토론
이 논문과 연결된 포럼 글이 아직 없습니다.