人工智能几代:从AI 1.0到AI 4.0
Jiahao Wu1, Hengxu You1, Jing Du1
1Informatics, Cobots and Intelligent Construction Lab, Engineering School of Sustainable Infrastructure and Environment, University of Florida, Gainesville, FL, United States.
Frontiers in artificial intelligence
|July 11, 2025
概括
人工智能 (AI) 经历了四代人的发展:信息AI,代理AI,物理AI和投机意识AI. 每个阶段都是由算法,计算能力和数据的进步驱动的,塑造了人工智能.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 机器人技术 机器人技术 机器人技术
- 机器学习 机器学习
- 技术的哲学技术的哲学
背景情况:
- 人工智能 (AI) 在大约70年的时间里经历了不同的发展阶段.
- 关键的技术瓶,包括算法创新,计算能力和数据可用性,推动了AI的代际飞跃.
- 了解人工智能的历史轨迹对于导航其未来发展和社会影响至关重要.
研究的目的:
- 提出人工智能 (AI) 进化的一代框架:AI 1.0 (信息AI),AI 2.0 (代理AI),AI 3.0 (物理AI) 和AI 4.0 (意识AI).
- 分析算法,计算能力和数据的相互作用,推动每一代人工智能.
- 探索推进人工智能自治的伦理,监管和哲学含义.
主要方法:
- 七十年来人工智能发展的历史分析.
- 绘制技术瓶及其对人工智能世代转变的影响.
- 四代AI模型的概念化,包括投机性AI 4.0.0.
主要成果:
- 人工智能1.0专注于模式识别和信息处理 (例如,计算机视觉,NLP).
- 人工智能2.0强调使用强化学习在数字环境中实时决策.
- 人工智能3.0通过机器人和自主系统将人工智能集成到物理世界中.
- 人工智能4.0设想了具有目标设定能力和潜在机器意识的自我引导的人工智能.
结论:
- 人工智能发展的特点是几代人重叠,每一代人建立在上一代人的基础上.
- 人工智能代 (1.0,2.0,3.0,4.0) 之间的协同作用对于持续的进步至关重要.
- 解决越来越自主的人工智能的伦理和社会挑战对于负责任的发展和社会利益至关重要.
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