目的 智能玩具在儿童的生活和学习中扮演着重要角色。探讨人机交互技术如何更好地适配儿童的学习需求，使智能玩具发挥其潜力，成为有效的学习工具。方法 通过梳理智能的儿童智能创新学习玩具的典型案例，对案例进行分析，提炼共性和特点，深入探讨智能玩具的交互技术与儿童学习目的、学习方式之间的关系。讨论在不同场景和学习目的下如何与人机交互技术相适配。结论 从学习目标、交互技术和设计理论的角度提出了儿童创新学习玩具的设计建议，为如何设计应用于儿童学习与教育领域的智能创新学习玩具提供了参考。

Intelligent toys play a significant role in children's daily lives and learning. The work aims to explore how human-computer interaction technology can better adapt to children's learning needs and make intelligent toys play their potential and become effective learning tools. By combing the typical cases of children's intelligent innovative learning toys, the cases were analyzed to refine the commonness and characteristics and deeply explore the relationship between the interactive technology of intelligent toys and children's learning objectives and learning methods, thus discussing how to adapt to human-computer interaction technology in different scenarios and learning purposes. From the perspectives of learning objectives, interactive technology, and design theory, the design recommendations are proposed for innovative learning toys of children, providing a reference for how to design intelligent innovative learning toys for children's learning and education.