Adaptive representation and intelligent generation
June 13, 2023 09:52 Source: "China Social Sciences" June 13, 2023 Issue 2670 Author: Wei Yidong

How is intelligence generated,That is the problem of intelligent generation,It has always been philosophy、Cognitive science and artificial intelligence problems。Intelligence involves consciousness、Mind、Self -waiting heart concept,These concepts are difficult to operate in the cognitive paradigm,It is blurred in the emergence of the paradigm,Because their indexes are difficult to determine。Human beings have consciousness and intelligence,and be able to adjust the behavior in time with the change of the environment or goals。Let artificial intelligence have the ability to have people category,Perhaps the key to the future development of artificial intelligence。So,Can artificial intelligence be like humans,Timely adjustment with the changes in the environment or goals? Can they have adaptability and flexibility?,Breakthrough on the conceptual framework。Adaptive portrait is the ability to categorize the target object to use the intermediary object,and this ability will continue to increase with the changes in the goals and the environment -this may bring new possibilities to the breakthrough of the concept framework。

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Biological adaptability Bet365 lotto review is a common phenomenon。Evolutionary Biology Digesty,The specific behavior mode of the evolution of biological evolution,Often dedicated to increasing the specific function of appropriateness。The body of the creature and the body's ability to be adaptable,Human cognitive ability is the same。For artificial intelligence,Show and cope with the changing world through adaptability representation,Perhaps it is an important foundation for intelligent generation。Cultural anthropology indicates,Human intelligence and knowledge for natural evolution and cultural development,Contains adaptability and shows the attributes of the exposition。The "personal cognition", "embedded cognition", "generating cognition", "extension cognitive" and "situation cognitive" program for contemporary cognitive science,All show that the body movement system is indispensable for cognitive system,and reveal that cognitive activities are a adaptive representation behavior。

Artificial intelligence designed and manufactured by humans,Its adaptability is often embedded in human adaptability。Artificial intelligence to simulate human thinking and behavior,May need to have self -search、Self -organized、Self -copy、Self -improvement and other abilities。When the smart body can adapt to the changing external environment and complete various tasks,When solving bet365 best casino games various problems through self -learning,It showed some adaptive representation ability,Perhaps the artificial system can produce intelligent behavior。Artificial Intelligence Tether Adaptive Photo,From nature cognition to manual cognition to nature -the process of fusion of manual cognition,Is a positive -negative -negative dialectical development process,It is also a leap in epistemology and methodology。

  Explanation framework 

Adaptability portrait includes two sub -concepts: adaptability and representation。Adaptability means automatic adjustment and self -copy,Show means autonomous expression and significance presentation。The concept of adaptability representation is composed of two sub -concepts,It contains the reaction and intention of the subject、body and context、Unity of autonomy and semantic。and,Adaptability reflects the self -organizational nature of the emergence of the emergence of cognitive science,Discipline reflects the calculation of the cognitive paradigm in artificial intelligence。Adaptability representation is a "hybrid paradigm" composed of two paradigms,Can show the commonality of different cognitive systems。

Although the adaptability of the intelligence is often not adaptability in the biological sense (such as,Search for smart bodies without the body、Discipline、Learning, etc.,Basically, it is also adaptive),But adapting Bet365 lotto review to environmental changes is a common goal with different adaptability。The adaptability of creatures is mostly adaptable to the natural environment (including culture and social environment),Adaptation to the intelligence includes adaptation to the environment of people,and adapting to the natural environment (such as,Autonomous vehicles can detect various situations in the natural environment through various sensors,and constantly adjust the driving status)。

As an explanation framework,Adaptive representation needs to be achieved through the subject。The subject of artificial intelligence can be divided into: logic subject、Search subject、Decision -making subject、Learning subject、Question - Solve the subject。Logic subject means reasoning ability,Search subject means discovery ability,Decision subject means planning ability,Learning subject means understanding ability,Question — Solving the subject means the creativity of completing complex tasks。These five capabilities together constitute the ability system of artificial intelligence adaptation representation。Where,Logic is the basis of symbolic characterization,Search is the essence of found,Learning is a way to improve ability,Decision is a sign that shows the subjective,Question -Solution is the goal of cognition。

  Possible path 

First,Improve the subjective。Whether it is natural or artificial cognitive Bet365 lotto review behavior,There are their subjects,And the main body of adaptability。To some extent,The subject of artificial intelligence or is an intelligent body or smart group (algorithm or program),It can be called an artificial subject。In the sense of "smart",Artificial subjects are connected with natural subjects -cognitive science and artificial intelligence can be said to be two sides of cognitive or intelligent this coin。Although there are differences in the mechanisms they implement,But in the sense of solving the problem, the two intelligence have the same function。

Second,Strengthen the situation。​​The adaptive representation contains a common change relationship in a specific situation,Dynamic changes in the characteristic and the object changes with the environment。The generation of intelligence and knowledge,All need to be based on adaptability -this is the prerequisite for further development of artificial intelligence。Adaptive portrait is a cognitive reasoning based on the situation,Can connect different cognitive systems effectively,To achieve transition from biological adaptability to machine adaptability,Make the machine self -learning、Self -improvement、Self -representation is realized。

third,Shape context。Having context like humans,And being able to integrate into the context of the change,Perhaps it is the key to whether the smart body can understand meaning。bet365 Play online games In the process of artificial intelligence simulation human intelligent operation mechanism and mode,The context is indispensable。Establish a common sense knowledge base for artificial intelligence,Let it have its own context through adaptability,It may be an important path that makes it touch human intelligence。

Fourth,Use multiple realization。Cognition is an exploration process,At the same time is a characteristic of concept。Scientific cognition,Adaptability portrait is often reflected as constructive meaning、Showing relationship、presentation structure。For manual cognition,Adaptive representation is usually reflected as the adaptive behavior of the smart body,and this adaptive representation ability is multiple realized,It can be implemented through multiple representations,For example,Semantic Network、Bayes.com、Reinforcement learning、Reinforcement learning、Deep learning, etc. and the combination of different methods。

  (This article is the National Social Science Fund's later fund -funded key project "Artificial Intelligence: From physical symbolic operation to adaptability representation" (21FZXA006) phase -in -laws) 

(Author Unit: School of Philosophy Sociology, Shanxi University) 

Editor in charge: Zhang Jing
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