论文标题

开发机器人技术的开放世界模拟环境

An Open-World Simulated Environment for Developmental Robotics

论文作者

Islam, SM Mazharul, Mondol, Md Ashaduzzaman Rubel, Pothula, Aishwarya, Park, Deokgun

论文摘要

由于人工智能的当前趋势正在转向自我监督的学习,因此传统的规范(例如高度策划的领域数据,特定于应用程序的学习模型,基于外在奖励的学习政策等)可能无法提供适合此类发展的基础。在本文中,我们介绍了Sedro,这是一个开发机器人技术的模拟环境,使学习剂可以具有类似的经验,即人类婴儿从胎儿阶段到12个月的经历。一系列基于发展心理学的模拟测试将用于评估学习模型的进步。

As the current trend of artificial intelligence is shifting towards self-supervised learning, conventional norms such as highly curated domain-specific data, application-specific learning models, extrinsic reward based learning policies etc. might not provide with the suitable ground for such developments. In this paper, we introduce SEDRo, a Simulated Environment for Developmental Robotics which allows a learning agent to have similar experiences that a human infant goes through from the fetus stage up to 12 months. A series of simulated tests based on developmental psychology will be used to evaluate the progress of a learning model.

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