Brain-inspired AI Agent: The Way Towards AGI

December 12, 2024 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Bo Yu, Jiangning Wei, Minzhen Hu, Zejie Han, Tianjian Zou, Ye He, Jun Liu arXiv ID 2412.08875 Category cs.NE: Neural & Evolutionary Cross-listed cs.ET, q-bio.NC Citations 1 Venue arXiv.org Last Checked 4 months ago
Abstract
Artificial General Intelligence (AGI), widely regarded as the fundamental goal of artificial intelligence, represents the realization of cognitive capabilities that enable the handling of general tasks with human-like proficiency. Researchers in brain-inspired AI seek inspiration from the operational mechanisms of the human brain, aiming to replicate its functional rules in intelligent models. Moreover, with the rapid development of large-scale models in recent years, the concept of agents has garnered increasing attention, with researchers widely recognizing it as a necessary pathway toward achieving AGI. In this article, we propose the concept of a brain-inspired AI agent and analyze how to extract relatively feasible and agent-compatible cortical region functionalities and their associated functional connectivity networks from the complex mechanisms of the human brain. Implementing these structures within an agent enables it to achieve basic cognitive intelligence akin to human capabilities. Finally, we explore the limitations and challenges for realizing brain-inspired agents and discuss their future development.
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