人工智能与创新生态系统:演化发展、挑战与未来方向

Artificial Intelligence and Innovation Ecosystem: Evolutionary Developments, Challenges, and Future Directions

精选理由

这篇论文把AI和创新生态的关系讲清楚了,从概念到案例都有,适合想系统了解AI如何推动创新演化的人。

AI 摘要

该论文重新定义了创新生态系统(IE)并引入人工智能创新生态系统(AIIE)概念,从物理、社会、思维空间三个维度分解IE。通过演化视角分析了AI在AIIE不同发展阶段的角色,使用企业案例验证AIIE定义的可行性与合理性。最后从四个角度探讨了AIIE面临的挑战,为后续研究指明方向。

原文 · arXiv cs.AI

Artificial Intelligence and Innovation Ecosystem: Evolutionary Developments, Challenges, and Future Directions

The development of the Innovative Ecosystem (IE) presents a new paradigm for economic integration, collaborative advancement, and shared achievements. The rise of Artificial Intelligence (AI) has significantly accelerated the global processes of digitization, informatization, and intelligence. Exploring how AI can leverage inherent characteristics to influence the development trajectory of IE is a topic that warrants further investigation. Given AI's increasing prominence and role within IE, the paper analyzes this new form, examining both AI's unique contributions to IE and its potential challenges. Firstly, the paper synthesizes the conceptual frameworks surrounding IE, decomposing them into manifestations in physical, social, and thinking spaces. Furthermore, the concept of Artificial Intelligence IE (AIIE) is introduced from a spatial perspective, with an exploration of the characteristics AI contributes to IE. Subsequently, the paper employs an evolutionary perspective to analyze the roles provided by AI during different development periods of AIIE. The paper then verifies the feasibility, effectiveness, and rationality of the AIIE's definition and analyzes AIIE development from an evolutionary perspective using enterprise development examples. Finally, acknowledging AI's inherent limitations, the paper examines potential challenges facing AIIE in the future from four perspectives, aiming to identify new research avenues for the further development of AIIE.