On Interdisciplinary Studies of a New Generation of Artificial Intelligence and Logic
2022年11月08日 10:29 来源:Social Sciences in China Press 作者:Liao Beishui

  Liao Beishui

  School of Philosophy, Zhejiang University

  Abstract:A new generation of artificial intelligence (NGAI), currently based on big data and machine learning, follows a path of connectionism. Although this path achieves huge success in data-intensive applications under closed environments, there are some bottleneck problems, including a lack of explainability, the difficulty of ethical alignment, the weakness of cognitive reasoning, etc. To address these problems inevitably involves the depiction of information from an open, dynamic and real environment and the modeling of human reasoning and explanation mechanisms. Formal argumentation is a general formalism for modeling various types of knowledge representation and reasoning in a context of disagreement, and is flexible enough to incorporate other types of knowledge for decisionmaking, such as preferences, weights, and probabilities. Meanwhile, there are various approaches for efficient computation of argumentation semantics by exploiting the locality and modularity of argumentation, and for providing explanations based on arguments and dialogues. The organic combination of formal argumentation with existing big data and machine learning techniques can be expected to break through some existing technical bottlenecks and facilitate the sustainable development of NGAI.

  Keywords: new generation of artificial intelligence (NGAI), cognitive reasoning, ethical alignment, explainability, formal argumentation


图  片
视  频

友情链接: 190aa即时指数电脑版官方网站 | 190aa即时指数电脑版网

网站备案号:京公网安备11010502030146号 工信部:京ICP备11013869号

踢球者190足球即时指数社版权所有 未经允许不得转载使用

总编辑邮箱:zzszbj@126.com 本网联系方式:010-85886809 地址:北京市朝阳区光华路15号院1号楼11-12层 邮编:100026