Adaptive representation and the generation of bet365 code
June 13, 2023 09:52 Source: "Chinese bet365 code Journal" Issue 2670, June 13, 2023 Author: Wei Yidong

How bet365 code is produced,The problem of intelligent generation,Always philosophy、Difficulties facing cognitive science and artificial bet365 code。bet365 code involves consciousness、Mind、The concept of self-centeredness,These concepts are difficult to operationalize within the cognitivist paradigm,It is ambiguous in the emergent paradigm,Because their references are difficult to determine。Human beings have consciousness and bet365 code,And be able to adjust behavior in time as the environment or goals change。Let artificial bet365 code have human-like abilities,Perhaps the key to the future development of artificial bet365 code。Then,Can artificial bet365 code be like humans,Make timely adjustments as the environment or goals change?Ability to be adaptable and flexible?To solve this problem,You need a breakthrough in the conceptual framework。Adaptive representation is the ability of a subject to use intermediary objects to categorize target objects,And this ability will continue to improve as the goals and environment change - this may bring new possibilities for breakthroughs in the conceptual framework。

  Internal mechanism

Adaptability of living things is a common phenomenon。Evolutionary biology shows,Specific behavioral patterns evolved by organisms,Often dedicated to specific features that increase fitness。The body of living things and the various abilities based on the body are adaptable,The same is true for human cognitive abilities。For artificial bet365 code,Representing and responding to the changing world through adaptive representation,Perhaps an important basis for intelligent generation。Cultural Anthropology Shows,Human bet365 code and knowledge are shaped by natural evolution and cultural development,Contains adaptability and demonstrates representation properties。The "embodied cognition", "embedded cognition", "generative cognition", "extended cognition" and "situated cognition" programs of contemporary cognitive science,Both indicate that the body motor system is indispensable to the cognitive system,And reveal that cognitive activity is an adaptive representation behavior。

Artificial bet365 code designed and manufactured for humans,Their adaptability is often embedded in human adaptability。Artificial bet365 code must simulate human thinking and behavior,May need to have self-search、Self-organizing、Self-copying、Self-improvement and other abilities。When an agent can adapt to the changing external environment and complete various tasks,When solving various problems through self-study,exhibits some adaptive representation ability,It may be possible to make artificial systems produce intelligent behaviors。Artificial bet365 code moves towards adaptive representation,It is the process from natural cognition to artificial cognition and then to the integration of natural and artificial cognition,It is a dialectical development process of affirmation - negation - negation of negation,It is also a leap in epistemology and methodology。

  Interpretive bet365 code

Adaptive representation includes two sub-concepts: adaptability and representation。Adaptability means self-regulation and self-replication,Representation means autonomous expression and presentation of meaning。The concept of adaptive representation is composed of two sub-concepts,Contains the subject’s reactivity and intentionality、Embodiment and situationality、The unity of autonomy and semantics。and,Adaptability reflects the self-organization of the emergent paradigm in cognitive science,Representation embodies the computational representationality of the cognitivist paradigm in artificial bet365 code。Adaptive representation is a "hybrid paradigm" that combines two paradigms,Be able to show the commonality of different cognitive systems。

Although the adaptability of intelligent agents is often not adaptable in the biological sense (such as,Search for agents without bodies、Characterization、Study, etc.,Basically they are all bet365 code),But adapting to environmental changes is the common goal of different adaptabilities。The adaptability of organisms is mostly the adaptation to the natural environment (including cultural and social environment),The adaptation of the agent includes the adaptation to the artificially set environment,And adaptation to the natural environment (such as,Autonomous vehicles can detect various situations in the natural environment through various sensors,And use this to continuously adjust the driving status)。

As an interpretive framework,Adaptive representation needs to be realized through the subject。The subject of artificial bet365 code can be divided into: logical subject、Search subject、Decision-making subject、Learning subject、Problem—Solution subject。Logical subject means reasoning ability,Searching the subject means discovering the ability,Decision-making subject means planning ability,Learning subject means understanding ability,Problem-solving subject means creativity to complete complex tasks。These five abilities together constitute the ability system of artificial bet365 code adaptive representation。Among them,Logic is the basis of symbolic representation,Searching is the essence of discovery,Learning is a way to improve abilities,Decision-making is a sign of subjectivity,Problem-solution is the goal of cognition。

  Possible bet365 code

 First,Improve subjectivity。Whether it is natural or artificial cognitive behavior,Everyone has its own subject,And it is an adaptive subject。To some extent,The subject of artificial bet365 code may be an intelligent agent or intelligent group (algorithm or program),It can be called an artificial subject。In the sense of "intelligent",Artificial subjects are connected with natural subjects - cognitive science and artificial bet365 code can be said to be two sides of the coin of cognition or bet365 code。Although there are differences in the mechanisms they implement,But both intelligences have the same function in the sense of solving problems。

Second,Strengthen situationality。Adaptive representation contains co-variation relationships in specific situations,That is, the representation and its objects change dynamically as the environment changes。The generation of bet365 code and the acquisition of knowledge,All need to be based on adaptive representation-this is the prerequisite for the further development of artificial bet365 code。Adaptive representation is context-based cognitive reasoning,Ability to effectively connect different cognitive systems,Thus achieving the transition from biological adaptability to machine adaptability,Enable machines to learn autonomously、Self-improvement、Self-representation realized。

 Third,Shaping contextuality。Have context like humans,And can independently integrate into the changing context,Perhaps it is the key to whether the intelligent agent can understand the meaning。In the process of artificial bet365 code simulating the operating mechanisms and modes of human bet365 code,Context is indispensable。Establishing a common sense knowledge base for artificial bet365 code,Give it its own context through adaptive representation,May be an important path to reach human bet365 code。

 Fourth,Exploiting multiple realizability。Cognition is a process of exploration,At the same time, it is a bet365 code of concepts。For scientific cognition,Adaptive representations are often reflected in constructed meaning、Show relationship、Present structure。For artificial cognition,Adaptive bet365 code is usually reflected in the adaptive behavior of the agent,And this adaptive bet365 code ability has multiple realizability,Can be achieved through a variety of bet365 code methods,For example,Semantic Web、Bayesian Network、Genetic Algorithm、Reinforcement Learning、Deep learning, etc. and the combination of different methods。

  (This article is a phased result of the key project "Artificial bet365 code: From Physical Symbol Operation to Adaptive Representation" (21FZXA006) funded by the National Social Science Foundation)

(Author’s unit: School of bet365 code and Sociology, Shanxi University)

Editor: Zhang Jing
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