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A new solution and concrete implementation steps for Artificial General Intelligence

Authors :
Chen, Yongcong
Zeng, Ting
Zhang, Jun
Publication Year :
2023

Abstract

At present, the mainstream artificial intelligence generally adopts the technical path of "attention mechanism + deep learning" + "reinforcement learning". It has made great progress in the field of AIGC (Artificial Intelligence Generated Content), setting off the technical wave of big models[ 2][13 ]. But in areas that need to interact with the actual environment, such as elderly care, home nanny, agricultural production, and vehicle driving, trial and error are expensive and a reinforcement learning process that requires much trial and error is difficult to achieve. Therefore, in order to achieve Artificial General Intelligence(AGI) that can be applied to any field, we need to use both existing technologies and solve the defects of existing technologies, so as to further develop the technological wave of artificial intelligence. In this paper, we analyze the limitations of the technical route of large models, and by addressing these limitations, we propose solutions, thus solving the inherent defects of large models. In this paper, we will reveal how to achieve true AGI step by step.<br />Comment: 30 pages, 2 figures, 1 table

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2308.09721
Document Type :
Working Paper