[1N4-OS-10a] System1型+2型統合AIへの展望(1/2)

[1N4-OS-10a-05] Strategy for integrating System1 and System2

〇Satoshi Kurihara¹, Takumi Sugiura² (1. Faculty of Science and Technology, Keio University, 2. Graduate School of Science and Technology, Keio University)

Keywords:Deliberate and Reactive, Symbol Grounding, Neural Network, Knowledge Newtork

The past efforts toward the realization of intelligent architectures since the start of AI research can be summarized in the question of how to achieve both deliberate (System 2) and immediate (System 1) responses. Historically, deliberate architectures were the first to study, then adaptive architectures, which can operate in the complex and dynamically changing real world, attracted attention in the past. The current situation is the opposite of what we have seen in the past, where the immediate adaptive architectures based on machine learning are taking the lead and the attention to the contemplative architectures is increasing. In this paper, we discuss the key technologies for integrating system1 and 2, such as the free energy principle, reservoir computing, and the activation spreading type multi-agent planning proposed by the authors.