Abstract: Against the backdrop of rapid technological development, the boundaries between disciplines are gradually blurring, and interdisciplinary collaborative innovation has become a key force driving scientific progress and social development. This article focuses on the interdisciplinary collaborative innovation mechanism driven by artificial intelligence, and deeply analyzes it from the perspective of interdisciplinary integration. By elaborating on the theoretical basis of artificial intelligence and interdisciplinary collaborative innovation, analyzing the current development status and problems, and proposing strategies for constructing interdisciplinary collaborative innovation mechanisms, it aims to provide theoretical support and practical guidance for promoting interdisciplinary collaborative innovation in the era of artificial intelligence.

Key words: Artificial intelligence, Drive, Interdisciplinary, Collaborative innovation, Interdisciplinary integration, Innovation mechanism