产生意义:主动推断和被动AI的范围和局限性
Giovanni Pezzulo1, Thomas Parr2, Paul Cisek3
1Institute of Cognitive Sciences and Technologies, National Research Council, Rome, Italy.
Trends in cognitive sciences
|November 16, 2023
概括
大脑充当生成模型,类似于人工智能 (AI),但活体有机体需要有形的,积极的感觉运动控制才能真正理解. 这种与世界的积极接触是发展真正理解的关键.
科学领域:
- 神经科学是一个神经科学.
- 人工智能的人工智能
- 认知科学 认知科学
背景情况:
- 感知行为通常使用生成模型来描述,与当前的人工智能 (AI) 进展有相似之处.
- 生物的生成模型与它们的身体和环境密切相关,管理传感运动相互作用以求生存.
研究的目的:
- 探索生物生成模型和人工智能之间的相似性和差异.
- 论证体现的,主动的感觉运动控制对于发展真正的理解至关重要.
- 审查对生成AI的影响,并建议未来的研究方向.
主要方法:
- 生物和AI生成模型的比较分析.
- 嵌入式认知和感官运动控制的理论综述.
- 讨论对人工通用智能的影响.
主要成果:
- 生物生成模型是活跃和体现的,通过相互作用不断测试预测.
- 人工智能模型通常是被动的,从数据中学习,而不需要现实世界,维持生命的互动.
- 嵌入式交互为开发理解提供了坚实的基础,这是许多人工智能系统目前缺乏的功能.
结论:
- 嵌入式,主动感官运动控制是实现真正理解的关键组成部分,区分生物智能与当前的人工智能.
- 未来的生成人工智能开发可以从结合体现交互和主动预测测试的原则中受益.
- 了解身体,世界和生成模型之间的相互作用对于推进神经科学和人工智能至关重要.
更多相关视频
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
236
10:04Construction of an Improved Multi-Tetrode Hyperdrive for Large-Scale Neural Recording in Behaving Rats
Published on: May 9, 2018
11.4K
相关概念视频
Non-equilibrium in the Cell
4.4K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.4K
Inductive Reasoning
60.5K
Inductive reasoning is a form of logical thinking that uses related observations to arrive at a general conclusion. It is uncertain and operates in degrees to which the conclusions are credible. As such, inductive arguments can be weak or strong, rather than valid or invalid, and conclusions can be used to formulate testable, falsifiable hypotheses.
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
60.5K
Purposive Learning
121
E. C. Tolman emphasized the purposiveness of behavior — the idea that much of our behavior is goal-directed. For instance, employees who aim for a promotion work diligently to meet their targets. Tolman argued that when classical conditioning and operant conditioning occur, the organism acquires certain expectations. In classical conditioning, a child might fear a dog because they expect it to bite. In operant conditioning, a person might consistently work overtime because they expect a...
121
Introduction to Cognitive Psychology
501
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
501
Intelligence
7.5K
The term "intelligence" is complex because it refers to both behavior and individuals, and its interpretation varies across cultures. European Americans tend to link intelligence with reasoning and cognitive skills, while in Kenya, it is tied to responsible participation in family and social life. In Uganda, intelligence is seen as the ability to know the right actions and carry them out effectively, while the Iatmul people of Papua New Guinea associate it with the capacity to remember...
7.5K
Revisionist Views of Adolescent and Adult Cognition
34
A revisionist approach to Jean Piaget's theory of cognitive development has brought new insights that challenge and reinterpret his established ideas. Piaget proposed that the formal operational stage, emerging in adolescence, represents the culmination of cognitive maturity. During this stage, individuals are said to develop abstract thinking, engage in systematic problem-solving, and show a form of egocentrism, believing others are as preoccupied with their behavior as they are...
34
