思想种子进化先验、嵌套马尔可夫毯和具身认知的出现

Prakash Chandra Kavi, Gorka Zamora Lopez, Daniel Ari Friedman
{"title":"思想种子进化先验、嵌套马尔可夫毯和具身认知的出现","authors":"Prakash Chandra Kavi, Gorka Zamora Lopez, Daniel Ari Friedman","doi":"arxiv-2408.15982","DOIUrl":null,"url":null,"abstract":"The emergence of cognition requires a framework that bridges evolutionary\nprinciples with neurocomputational mechanisms. This paper introduces the\n\"thoughtseed\" framework, proposing that cognition arises from the dynamic\ninteraction of self-organizing units of embodied knowledge called\n\"thoughtseeds.\" We leverage evolutionary theory, \"neuronal packets,\" and the\n\"Inner Screen\" hypothesis within Free Energy Principle, and propose a\nfour-level hierarchical model of the cognitive agent's internal states:\nNeuronal Packet Domains (NPDs), Knowledge Domains (KDs), thoughtseeds network,\nand meta-cognition. The dynamic interplay within this hierarchy, mediated by\nnested Markov blankets and reciprocal message passing, facilitates the\nemergence of thoughtseeds as coherent patterns of activity that guide\nperception, action, and learning. The framework further explores the role of\nthe organism's Umwelt and the principles of active inference, especially the\ngenerative model at each nested level, in shaping the selection and activation\nof thoughtseeds, leading to adaptive behavior through surprise minimization.\nThe \"Inner Screen\" is posited as the locus of conscious experience, where the\ncontent of the dominant thoughtseed is projected, maintaining a unitary\nconscious experience. Active thoughtseeds are proposed as the fundamental units\nof thought that contribute to the \"content of consciousness.\" We present a\nmathematical framework grounded in active inference and dynamical systems\ntheory. The thoughtseed framework represents an initial but promising step\ntowards a novel, biologically-grounded model for understanding the organizing\nprinciples and emergence of embodied cognition, offering a unified account of\ncognitive phenomena, from basic physiological regulation to higher-order\nthought processes, and potentially bridge neuroscience and contemplative\ntraditions.","PeriodicalId":501517,"journal":{"name":"arXiv - QuanBio - Neurons and Cognition","volume":"12 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Thoughtseeds: Evolutionary Priors, Nested Markov Blankets, and the Emergence of Embodied Cognition\",\"authors\":\"Prakash Chandra Kavi, Gorka Zamora Lopez, Daniel Ari Friedman\",\"doi\":\"arxiv-2408.15982\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The emergence of cognition requires a framework that bridges evolutionary\\nprinciples with neurocomputational mechanisms. This paper introduces the\\n\\\"thoughtseed\\\" framework, proposing that cognition arises from the dynamic\\ninteraction of self-organizing units of embodied knowledge called\\n\\\"thoughtseeds.\\\" We leverage evolutionary theory, \\\"neuronal packets,\\\" and the\\n\\\"Inner Screen\\\" hypothesis within Free Energy Principle, and propose a\\nfour-level hierarchical model of the cognitive agent's internal states:\\nNeuronal Packet Domains (NPDs), Knowledge Domains (KDs), thoughtseeds network,\\nand meta-cognition. The dynamic interplay within this hierarchy, mediated by\\nnested Markov blankets and reciprocal message passing, facilitates the\\nemergence of thoughtseeds as coherent patterns of activity that guide\\nperception, action, and learning. The framework further explores the role of\\nthe organism's Umwelt and the principles of active inference, especially the\\ngenerative model at each nested level, in shaping the selection and activation\\nof thoughtseeds, leading to adaptive behavior through surprise minimization.\\nThe \\\"Inner Screen\\\" is posited as the locus of conscious experience, where the\\ncontent of the dominant thoughtseed is projected, maintaining a unitary\\nconscious experience. Active thoughtseeds are proposed as the fundamental units\\nof thought that contribute to the \\\"content of consciousness.\\\" We present a\\nmathematical framework grounded in active inference and dynamical systems\\ntheory. The thoughtseed framework represents an initial but promising step\\ntowards a novel, biologically-grounded model for understanding the organizing\\nprinciples and emergence of embodied cognition, offering a unified account of\\ncognitive phenomena, from basic physiological regulation to higher-order\\nthought processes, and potentially bridge neuroscience and contemplative\\ntraditions.\",\"PeriodicalId\":501517,\"journal\":{\"name\":\"arXiv - QuanBio - Neurons and Cognition\",\"volume\":\"12 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuanBio - Neurons and Cognition\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2408.15982\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuanBio - Neurons and Cognition","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.15982","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

认知的产生需要一个将进化原理与神经计算机制联系起来的框架。本文介绍了 "思想种子 "框架,提出认知产生于被称为 "思想种子 "的具身知识自组织单元的动态互动。我们利用进化论、"神经元包 "和自由能原理中的 "内屏 "假说,提出了认知主体内部状态的四个层次模型:神经元包域(NPD)、知识域(KD)、思想种子网络和元认知。通过嵌套马尔可夫毛毯和互惠信息传递,这一层次结构中的动态相互作用促进了思维种子的出现,使其成为指导感知、行动和学习的连贯活动模式。该框架进一步探讨了生物体的 "环境"(Umwelt)和主动推理原则(尤其是每个嵌套层的生成模型)在塑造思维种子的选择和激活过程中的作用,从而通过最大限度地减少意外来实现适应性行为。"内部屏幕 "被假定为意识体验的中心,主导思维种子的内容在这里被投射出来,从而保持了统一的意识体验。积极的思维种子被认为是促成 "意识内容 "的基本思维单位。我们提出了一个以主动推理和动力系统理论为基础的数学框架。思想种子框架是迈向一个新颖的、以生物学为基础的模型的第一步,该模型用于理解具身认知的组织原则和出现,为认知现象(从基本生理调节到高阶思维过程)提供了一个统一的解释,并有可能成为神经科学和沉思传统之间的桥梁。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Thoughtseeds: Evolutionary Priors, Nested Markov Blankets, and the Emergence of Embodied Cognition
The emergence of cognition requires a framework that bridges evolutionary principles with neurocomputational mechanisms. This paper introduces the "thoughtseed" framework, proposing that cognition arises from the dynamic interaction of self-organizing units of embodied knowledge called "thoughtseeds." We leverage evolutionary theory, "neuronal packets," and the "Inner Screen" hypothesis within Free Energy Principle, and propose a four-level hierarchical model of the cognitive agent's internal states: Neuronal Packet Domains (NPDs), Knowledge Domains (KDs), thoughtseeds network, and meta-cognition. The dynamic interplay within this hierarchy, mediated by nested Markov blankets and reciprocal message passing, facilitates the emergence of thoughtseeds as coherent patterns of activity that guide perception, action, and learning. The framework further explores the role of the organism's Umwelt and the principles of active inference, especially the generative model at each nested level, in shaping the selection and activation of thoughtseeds, leading to adaptive behavior through surprise minimization. The "Inner Screen" is posited as the locus of conscious experience, where the content of the dominant thoughtseed is projected, maintaining a unitary conscious experience. Active thoughtseeds are proposed as the fundamental units of thought that contribute to the "content of consciousness." We present a mathematical framework grounded in active inference and dynamical systems theory. The thoughtseed framework represents an initial but promising step towards a novel, biologically-grounded model for understanding the organizing principles and emergence of embodied cognition, offering a unified account of cognitive phenomena, from basic physiological regulation to higher-order thought processes, and potentially bridge neuroscience and contemplative traditions.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Early reduced dopaminergic tone mediated by D3 receptor and dopamine transporter in absence epileptogenesis Contrasformer: A Brain Network Contrastive Transformer for Neurodegenerative Condition Identification Identifying Influential nodes in Brain Networks via Self-Supervised Graph-Transformer Contrastive Learning in Memristor-based Neuromorphic Systems Self-Attention Limits Working Memory Capacity of Transformer-Based Models
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1