integrated information theory

综合信息理论
  • 文章类型: Journal Article
    综合信息理论是一个理论框架,旨在阐明意识的本质,假设它来自系统内的信息集成,意识的程度取决于系统内信息集成的程度。当意识丧失时,综合信息理论提出的核心意识复合体瓦解,和Φ度量,这反映了综合信息的水平,预计会减少。这项研究使用在各种任务和睡眠期间通过功能磁共振成像获得的全局大脑网络检查了综合信息理论的预测。我们发现,无论任务内容如何,位于额叶网络内的复合体都保持不变,而复合体的区域分布在睡眠的初始阶段崩溃。此外,在有限的分析条件下,Φ测量值随着睡眠的进行而降低。这些发现与综合信息理论的预测一致,并支持其假设。
    The Integrated Information Theory is a theoretical framework that aims to elucidate the nature of consciousness by postulating that it emerges from the integration of information within a system, and that the degree of consciousness depends on the extent of information integration within the system. When consciousness is lost, the core complex of consciousness proposed by the Integrated Information Theory disintegrates, and Φ measures, which reflect the level of integrated information, are expected to diminish. This study examined the predictions of the Integrated Information Theory using the global brain network acquired via functional magnetic resonance imaging during various tasks and sleep. We discovered that the complex located within the frontoparietal network remained constant regardless of task content, while the regional distribution of the complex collapsed in the initial stages of sleep. Furthermore, Φ measures decreased as sleep progressed under limited analysis conditions. These findings align with predictions made by the Integrated Information Theory and support its postulates.
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    虽然可伪造性已被广泛讨论为意识理论的理想属性,在本文中,我们引入了“普遍性”的元理论概念,作为意识理论的另一个理想属性。普遍性的概念,在物理学中经常假设,假设自然界的基本定律是一致的,并且在宇宙中的任何地方都同样适用,并且随着时间的推移保持不变。这个假设在科学中至关重要,作为发展和检验理论的指导原则。当应用于意识理论时,普遍性可以定义为理论确定任何完全描述的动力系统是有意识还是无意识的能力。重要的是,为了使理论具有普遍性,意识的决定因素需要被定义为一个系统的内在属性,而不是回应外部观察者的解释。普遍性的重要性源于考虑到意识是一种自然现象,原则上,它可以在满足一定条件的任何物理系统中表现出来,无论它是生物学的还是非生物学的。迄今为止,除了少数例外,大多数现有的理论不具备这一属性。相反,他们倾向于根据对大脑功能的解释来预测意识的神经相关性,这使得这些理论只适用于以大脑为中心的系统。虽然当前的功能主义意识理论倾向于严重依赖我们对大脑功能的解释,我们认为,通过指定组成概念的数学表述,可以将功能主义理论转换为通用理论。虽然神经生物学和功能主义理论保留了它们在实践中的效用,我们最终需要一个普遍的理论来充分解释为什么某些类型的系统拥有意识。
    While falsifiability has been broadly discussed as a desirable property of a theory of consciousness, in this paper, we introduce the meta-theoretic concept of \"Universality\" as an additional desirable property for a theory of consciousness. The concept of universality, often assumed in physics, posits that the fundamental laws of nature are consistent and apply equally everywhere in the universe and remain constant over time. This assumption is crucial in science, acting as a guiding principle for developing and testing theories. When applied to theories of consciousness, universality can be defined as the ability of a theory to determine whether any fully described dynamical system is conscious or non-conscious. Importantly, for a theory to be universal, the determinant of consciousness needs to be defined as an intrinsic property of a system as opposed to replying on the interpretation of the external observer. The importance of universality originates from the consideration that given that consciousness is a natural phenomenon, it could in principle manifest in any physical system that satisfies a certain set of conditions whether it is biological or non-biological. To date, apart from a few exceptions, most existing theories do not possess this property. Instead, they tend to make predictions as to the neural correlates of consciousness based on the interpretations of brain functions, which makes those theories only applicable to brain-centric systems. While current functionalist theories of consciousness tend to be heavily reliant on our interpretations of brain functions, we argue that functionalist theories could be converted to a universal theory by specifying mathematical formulations of the constituent concepts. While neurobiological and functionalist theories retain their utility in practice, we will eventually need a universal theory to fully explain why certain types of systems possess consciousness.
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  • 文章类型: Journal Article
    意识科学被不同的结构和方法所破坏,使系统地比较理论具有挑战性。这场基础危机使人们对该领域本身的科学特征产生了怀疑。解决它,我们提出了一个框架,通过引入一个新的理论间分类接口,系统地比较意识理论,衡量中心性指数(MCI)。认识到它的梯度分布,MCI评估特定经验措施对于给定意识理论的重要性程度。我们应用MCI来探索全球神经元工作空间理论(GNW)的实证测度综合信息理论(IIT),而时空意识理论(TTC)将在其他两个理论的背景下发挥作用。我们证明了IIT的直接比较,GNW,TTC对于Lempel-Ziv复杂性(LZC)等一些措施是有意义和有效的,自相关窗口(ACW),可能还有互信息(MI)。相比之下,对于其他人来说,例如意识的解剖和生理神经相关性(NCC),这是有问题的,因为它们在理论结构中基于MCI的差异权重。总之,我们介绍并提供了一种新的系统方法的原理证明,用于直接的理论间经验比较,从而解决了最先进的意识神经科学中理论的孤立演变和验证性偏见问题。
    Consciousness science is marred by disparate constructs and methodologies, making it challenging to systematically compare theories. This foundational crisis casts doubts on the scientific character of the field itself. Addressing it, we propose a framework for systematically comparing consciousness theories by introducing a novel inter-theory classification interface, the Measure Centrality Index (MCI). Recognizing its gradient distribution, the MCI assesses the degree of importance a specific empirical measure has for a given consciousness theory. We apply the MCI to probe how the empirical measures of the Global Neuronal Workspace Theory (GNW), Integrated Information Theory (IIT), and Temporospatial Theory of Consciousness (TTC) would fare within the context of the other two. We demonstrate that direct comparison of IIT, GNW, and TTC is meaningful and valid for some measures like Lempel-Ziv Complexity (LZC), Autocorrelation Window (ACW), and possibly Mutual Information (MI). In contrast, it is problematic for others like the anatomical and physiological neural correlates of consciousness (NCC) due to their MCI-based differential weightings within the structure of the theories. In sum, we introduce and provide proof-of-principle of a novel systematic method for direct inter-theory empirical comparisons, thereby addressing isolated evolution of theories and confirmatory bias issues in the state-of-the-art neuroscience of consciousness.
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  • 文章类型: Journal Article
    While subcellular components of cognition and affectivity that involve the interaction between experience, environment, and physiology -such as learning, trauma, or emotion- are being identified, the physical mechanisms of phenomenal consciousness remain more elusive. We are interested in exploring whether ancient, simpler organisms such as nematodes have minimal consciousness. Is there something that feels like to be a worm? Or are worms blind machines? \'Simpler\' models allow us to simultaneously extract data from multiple levels such as slow and fast neural dynamics, structural connectivity, molecular dynamics, behavior, decision making, etc., and thus, to test predictions of the current frameworks in dispute. In the present critical review, we summarize the current models of consciousness in order to reassess in light of the new evidence whether Caenorhabditis elegans, a nematode with a nervous system composed of 302 neurons, has minimal consciousness. We also suggest empirical paths to further advance consciousness research using C. elegans.
    Mientras que los componentes subcelulares de fenómenos cognitivos y afectivos que involucran la interacción entre experiencia, ambiente y fisiología -tales como aprendizaje, trauma, o emociones- son identificados con cada vez mayor detalle, los mecanismos biofísicos de la consciencia fenoménica permanecen elusivos. Nos interesa explorar si organismos sencillos como los nemátodos presentan consciencia mínima. ¿Hay algo que se sienta como ser un gusano? ¿O acaso los gusanos son máquinas carentes de toda experiencia? Los modelos \"sencillos\" nos permiten extraer datos de múltiples niveles en simultáneo: dinámica neuronal rápida y lenta, conectividad estructural, dinámica molecular, conducta, toma de decisiones, etc., y así testear predicciones de las propuestas teóricas actuales en disputa. En esta revisión compendiamos los modelos actuales de consciencia para evaluar, considerando la evidencia reciente, si Caenorhabditis elegans, un nemátodo con un sistema nervioso de 302 neuronas, tiene consciencia mínima. Sugerimos además vías empíricas para desarrollar investigaciones en consciencia utilizando C. elegans.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    综合信息理论(IIT)是目前最有影响力的意识科学理论之一。这里,我们特别关注理论最新版本(IIT4.0)的形而上学方面,我们可以称之为它的理想主义本体论,以及IIT也认可的对外部世界的一种现实主义。IIT4.0公开反对主流观点,即意识是由大脑产生的,相反,认为意识是本体论上的主要思想,而物理领域只是“可操作的”。然而,这种哲学立场目前尚不发达,在IIT中没有严格表述,可能导致许多误解,并削弱其整体解释力。在本文中,我们旨在解决这个问题。我们认为,IIT的理想主义本体论应该被理解为现象原始主义的特定组合,关于Φ-结构和复合物的还原论,和关于无意识物理实体的消除主义。澄清了这一点,然后,我们关注IIT的理想主义本体论和它对现实主义的同时认可之间的问题紧张,根据这种说法,有某种独立于我们思想的外部现实。在驳斥了这种理论张力的三种潜在解决方案之后,我们提出了最合理的选择:将IIT的现实主义理解为对自己以外的其他经验的存在的断言,我们称之为非唯心主义的现实主义。我们以结束语和未来的研究途径结束。
    Integrated Information Theory (IIT) is currently one of the most influential scientific theories of consciousness. Here, we focus specifically on a metaphysical aspect of the theory\'s most recent version (IIT 4.0), what we may call its idealistic ontology, and its tension with a kind of realism about the external world that IIT also endorses. IIT 4.0 openly rejects the mainstream view that consciousness is generated by the brain, positing instead that consciousness is ontologically primary while the physical domain is just \"operational\". However, this philosophical position is presently underdeveloped and is not rigorously formulated in IIT, potentially leading to many misinterpretations and undermining its overall explanatory power. In the present paper we aim to address this issue. We argue that IIT\'s idealistic ontology should be understood as a specific combination of phenomenal primitivism, reductionism regarding Φ-structures and complexes, and eliminativism about non-conscious physical entities. Having clarified this, we then focus on the problematic tension between IIT\'s idealistic ontology and its simultaneous endorsement of realism, according to which there is some kind of external reality independent of our minds. After refuting three potential solutions to this theoretical tension, we propose the most plausible alternative: understanding IIT\'s realism as an assertion of the existence of other experiences beyond one\'s own, what we call a non-solipsistic idealist realism. We end with concluding remarks and future research avenues.
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  • 文章类型: Journal Article
    在什么条件下是物质对象,如粒子,整个对象的一部分?这是组成问题,是哲学中一个长期存在的悬而未决的问题。现有的对构图进行非平凡限制的尝试往往是模糊的,并且面临严重的反例。因此,两个极端的答案已经成为主流:组成(一个整体的部分形成)发生在没有或所有条件下。在本文中,我们提供了一个独立的介绍整合信息理论(IIT)的意识。我们证明IIT指定了对组成的非平凡限制:当集成信息最大化时,就会发生组成。我们将IIT限制与现有提案进行比较,并认为IIT限制具有显著的优势,特别是针对模糊性和反例的问题。附录介绍了使用简单系统计算零件和整体。
    Under what conditions are material objects, such as particles, parts of a whole object? This is the composition question and is a longstanding open question in philosophy. Existing attempts to specify a non-trivial restriction on composition tend to be vague and face serious counterexamples. Consequently, two extreme answers have become mainstream: composition (the forming of a whole by its parts) happens under no or all conditions. In this paper, we provide a self-contained introduction to the integrated information theory (IIT) of consciousness. We show that IIT specifies a non-trivial restriction on composition: composition happens when integrated information is maximized. We compare the IIT restriction to existing proposals and argue that the IIT restriction has significant advantages, especially in response to the problems of vagueness and counterexamples. An appendix provides an introduction to calculating parts and wholes with a simple system.
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  • 文章类型: Journal Article
    意识如何在大脑中产生对临床决策具有重要意义。我们总结了意识研究的最新发现,为临床医生评估意识缺陷和预测脑损伤后的结果提供了工具包。常见的意识障碍突出显示,其次是目前用于诊断它们的临床量表。我们回顾了最近的证据,这些证据描述了丘脑皮质系统和脑干唤醒核在支持意识和唤醒中的作用,并讨论了各种神经影像学研究在评估意识障碍中的实用性。我们探讨了意识机制模型的最新理论进展,专注于2个主要模型,全局神经元工作空间和综合信息理论,并审查争议领域。最后,我们考虑了最近的研究对临床神经外科医生的日常决策的潜在影响,并提出了一个简单的“三击”模型来推断丘脑皮质系统的完整性,这可以指导预言回归意识。
    How consciousness arises in the brain has important implications for clinical decision-making. We summarize recent findings in consciousness studies to provide a toolkit for clinicians to assess deficits in consciousness and predict outcomes after brain injury. Commonly encountered disorders of consciousness are highlighted, followed by the clinical scales currently used to diagnose them. We review recent evidence describing the roles of the thalamocortical system and brainstem arousal nuclei in supporting awareness and arousal and discuss the utility of various neuroimaging studies in evaluating disorders of consciousness. We explore recent theoretical progress in mechanistic models of consciousness, focusing on 2 major models, the global neuronal workspace and integrated information theory, and review areas of controversy. Finally, we consider the potential implications of recent research for the day-to-day decision-making of clinical neurosurgeons and propose a simple \"three-strikes\" model to infer the integrity of the thalamocortical system, which can guide prognosticating return to consciousness.
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  • 文章类型: Journal Article
    Mediano等人。(弱综合信息理论的强项。趋势CognSci2022;26:646-55。)将意识的综合信息理论(IIT)的强弱区分开。他们将“强IIT”描述为试图推导出意识的通用公式,而将“弱IIT”描述为寻找意识方面的经验可测量相关性。我们提出,他们对“弱IIT”的整体概念可能太弱了。相反,它应该被分开来区分“有抱负的IIT”,它旨在通过对其拟议的措施进行权衡来实证检验IIT,和“IIT启发的”方法,它们采用了高级的IIT思想,同时放弃了它通过内省达到的数学框架,意识的第一原则方法。
    Mediano et al. (The strength of weak integrated information theory. Trends Cogn Sci 2022;26: 646-55.) separate out strong and weak flavours of the integrated information theory (IIT) of consciousness. They describe \'strong IIT\' as attempting to derive a universal formula for consciousness and \'weak IIT\' as searching for empirically measurable correlates of aspects of consciousness. We put forward that their overall notion of \'weak IIT\' may be too weak. Rather, it should be separated out to distinguish \'aspirational-IIT\', which aims to empirically test IIT by making trade-offs to its proposed measures, and \'IIT-inspired\' approaches, which adopt high-level ideas of IIT while dropping the mathematical framework it reaches through its introspective, first-principles approach to consciousness.
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  • 文章类型: Journal Article
    人脑类器官是在实验室中生长的三维生物培养物,以尽可能接近地模拟细胞组成,结构,和相应器官的功能,大脑。现在,大脑器官缺乏血管和人类大脑的其他特征,但也能够有协调的电活动。它们以前所未有的方式被有效地用于研究几种疾病和神经系统的发育。对人脑类器官的研究正在以非常快的速度进行,其复杂性必将提高。这就提出了一个问题,即大脑类器官是否也能够发展人类大脑的独特特征,意识。如果是这样的话,会出现一些道德问题。在这篇文章中,根据一些争论最多的神经科学理论,我们讨论了意识出现所必需的神经关联和约束。基于此,我们考虑潜在有意识的大脑器官的道德状况,根据伦理和本体论的论点。最后,我们提出了预防原则和一些进一步调查的线索。特别是,我们认为一些最近实验的结果是潜在的新型实体。
    Human cerebral organoids are three-dimensional biological cultures grown in the laboratory to mimic as closely as possible the cellular composition, structure, and function of the corresponding organ, the brain. For now, cerebral organoids lack blood vessels and other characteristics of the human brain, but are also capable of having coordinated electrical activity. They have been usefully employed for the study of several diseases and the development of the nervous system in unprecedented ways. Research on human cerebral organoids is proceeding at a very fast pace and their complexity is bound to improve. This raises the question of whether cerebral organoids will also be able to develop the unique feature of the human brain, consciousness. If this is the case, some ethical issues would arise. In this article, we discuss the necessary neural correlates and constraints for the emergence of consciousness according to some of the most debated neuroscientific theories. Based on this, we consider what the moral status of a potentially conscious brain organoid might be, in light of ethical and ontological arguments. We conclude by proposing a precautionary principle and some leads for further investigation. In particular, we consider the outcomes of some very recent experiments as entities of a potential new kind.
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