论文标题
使用语言条件的自动媒介自动探索文本环境
Automatic Exploration of Textual Environments with Language-Conditioned Autotelic Agents
论文作者
论文摘要
在这个扩展的摘要中,我们讨论了研究本质上动机的代理在文本环境中探索的机会和挑战。我们认为,文本环境和自主代理之间存在重要的协同作用。我们确定文本世界的关键特性,使其适合自动代理商的探索,即深度,广度,进步壁ni和语言目标的易用性;我们确定了在文本世界中可实施的这些代理商的探索驱动力。我们讨论使用自主代理在文本环境基准上取得进展的机会。最后,我们列出了一些在该领域需要克服的具体挑战。
In this extended abstract we discuss the opportunities and challenges of studying intrinsically-motivated agents for exploration in textual environments. We argue that there is important synergy between text environments and autonomous agents. We identify key properties of text worlds that make them suitable for exploration by autonmous agents, namely, depth, breadth, progress niches and the ease of use of language goals; we identify drivers of exploration for such agents that are implementable in text worlds. We discuss the opportunities of using autonomous agents to make progress on text environment benchmarks. Finally we list some specific challenges that need to be overcome in this area.