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Consciousness in active inference: Deep self-models, other minds, and the challenge of psychedelic-induced ego-dissolution. 主动推理中的意识:深层的自我模型、其他心智,以及迷幻诱导的自我溶解的挑战。
IF 4.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-09-01 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab024
George Deane

Predictive processing approaches to brain function are increasingly delivering promise for illuminating the computational underpinnings of a wide range of phenomenological states. It remains unclear, however, whether predictive processing is equipped to accommodate a theory of consciousness itself. Furthermore, objectors have argued that without specification of the core computational mechanisms of consciousness, predictive processing is unable to inform the attribution of consciousness to other non-human (biological and artificial) systems. In this paper, I argue that an account of consciousness in the predictive brain is within reach via recent accounts of phenomenal self-modelling in the active inference framework. The central claim here is that phenomenal consciousness is underpinned by 'subjective valuation'-a deep inference about the precision or 'predictability' of the self-evidencing ('fitness-promoting') outcomes of action. Based on this account, I argue that this approach can critically inform the distribution of experience in other systems, paying particular attention to the complex sensory attenuation mechanisms associated with deep self-models. I then consider an objection to the account: several recent papers argue that theories of consciousness that invoke self-consciousness as constitutive or necessary for consciousness are undermined by states (or traits) of 'selflessness'; in particular the 'totally selfless' states of ego-dissolution occasioned by psychedelic drugs. Drawing on existing work that accounts for psychedelic-induced ego-dissolution in the active inference framework, I argue that these states do not threaten to undermine an active inference theory of consciousness. Instead, these accounts corroborate the view that subjective valuation is the constitutive facet of experience, and they highlight the potential of psychedelic research to inform consciousness science, computational psychiatry and computational phenomenology.

大脑功能的预测处理方法越来越有希望阐明各种现象学状态的计算基础。然而,目前尚不清楚预测处理是否能够适应意识本身的理论。此外,反对者认为,如果没有明确意识的核心计算机制,预测处理就无法告知意识归属于其他非人类(生物和人工)系统。在这篇论文中,我认为,通过最近在主动推理框架中对现象自我建模的描述,预测大脑中意识的描述是触手可及的。这里的核心主张是,现象意识是以“主观评价”为基础的,这是对自我证明(“动机”)行动结果的准确性或“可预测性”的深入推断。基于这一描述,我认为这种方法可以批判性地为其他系统中的经验分布提供信息,特别关注与深度自我模型相关的复杂感觉衰减机制。然后,我认为有人反对这种说法:最近的几篇论文认为,将自我意识作为意识的组成部分或必要部分的意识理论被“无私”的状态(或特征)所破坏;特别是由迷幻药引起的“完全无私”的自我溶解状态。根据现有的工作,在主动推理框架中解释了迷幻诱导的自我溶解,我认为这些状态不会破坏意识的主动推理理论。相反,这些描述证实了主观评价是经验的组成部分的观点,并强调了迷幻研究为意识科学、计算精神病学和计算现象学提供信息的潜力。
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引用次数: 9
Towards a computational phenomenology of mental action: modelling meta-awareness and attentional control with deep parametric active inference. 迈向心理行动的计算现象学:用深度参数主动推理模拟元意识和注意力控制。
IF 4.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-08-27 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab018
Lars Sandved-Smith, Casper Hesp, Jérémie Mattout, Karl Friston, Antoine Lutz, Maxwell J D Ramstead

Meta-awareness refers to the capacity to explicitly notice the current content of consciousness and has been identified as a key component for the successful control of cognitive states, such as the deliberate direction of attention. This paper proposes a formal model of meta-awareness and attentional control using hierarchical active inference. To do so, we cast mental action as policy selection over higher-level cognitive states and add a further hierarchical level to model meta-awareness states that modulate the expected confidence (precision) in the mapping between observations and hidden cognitive states. We simulate the example of mind-wandering and its regulation during a task involving sustained selective attention on a perceptual object. This provides a computational case study for an inferential architecture that is apt to enable the emergence of these central components of human phenomenology, namely, the ability to access and control cognitive states. We propose that this approach can be generalized to other cognitive states, and hence, this paper provides the first steps towards the development of a computational phenomenology of mental action and more broadly of our ability to monitor and control our own cognitive states. Future steps of this work will focus on fitting the model with qualitative, behavioural, and neural data.

元意识指的是明确注意到当前意识内容的能力,被认为是成功控制认知状态(如有意识地引导注意力)的关键要素。本文利用分层主动推理提出了元意识和注意力控制的正式模型。为此,我们将心理行为视为对高层次认知状态的策略选择,并增加了一个层次来模拟元意识状态,元意识状态可以调节观察结果与隐藏认知状态之间映射的预期置信度(精确度)。我们模拟了在一项涉及对感知对象的持续选择性注意的任务中思维游离及其调节的例子。这为推理架构提供了一个计算案例研究,而推理架构正是人类现象学的核心组成部分,即访问和控制认知状态的能力。我们提出,这种方法可以推广到其他认知状态,因此,本文为开发心理行为计算现象学,以及更广泛地开发我们监测和控制自身认知状态的能力迈出了第一步。这项工作的未来步骤将侧重于将模型与定性、行为和神经数据相匹配。
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引用次数: 0
Explanatory profiles of models of consciousness - towards a systematic classification. 意识模型的解释性概况--走向系统分类。
IF 4.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-08-27 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab021
Camilo Miguel Signorelli, Joanna Szczotka, Robert Prentner

Models of consciousness aim to inspire new experimental protocols and aid interpretation of empirical evidence to reveal the structure of conscious experience. Nevertheless, no current model is univocally accepted on either theoretical or empirical grounds. Moreover, a straightforward comparison is difficult for conceptual reasons. In particular, we argue that different models explicitly or implicitly subscribe to different notions of what constitutes a satisfactory explanation, use different tools in their explanatory endeavours and even aim to explain very different phenomena. We thus present a framework to compare existing models in the field with respect to what we call their 'explanatory profiles'. We focus on the following minimal dimensions: mode of explanation, mechanisms of explanation and target of explanation. We also discuss the empirical consequences of the discussed discrepancies among models. This approach may eventually lead to identifying driving assumptions, theoretical commitments, experimental predictions and a better design of future testing experiments. Finally, our conclusion points to more integrative theoretical research, where axiomatic models may play a critical role in solving current theoretical and experimental contradictions.

意识模型旨在启发新的实验方案,帮助解释经验证据,以揭示意识体验的结构。然而,无论从理论上还是从经验上看,目前还没有一种模式被一致接受。此外,由于概念上的原因,很难进行直接比较。特别是,我们认为,不同的模型或明或暗地认同不同的概念,即什么是令人满意的解释,在解释过程中使用不同的工具,甚至旨在解释截然不同的现象。因此,我们提出了一个框架,用于比较该领域现有模型的 "解释性特征"。我们将重点放在以下几个最基本的方面:解释模式、解释机制和解释目标。我们还讨论了所讨论的模型间差异的经验后果。这种方法最终可能导致确定驱动假设、理论承诺、实验预测以及更好地设计未来的测试实验。最后,我们的结论指向更具综合性的理论研究,其中公理模型可能在解决当前理论和实验矛盾方面发挥关键作用。
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引用次数: 0
Comparing theories of consciousness: why it matters and how to do it. 比较意识理论:为什么重要以及如何做到这一点。
IF 4.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-08-18 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab019
Simon Hviid Del Pin, Zuzanna Skóra, Kristian Sandberg, Morten Overgaard, Michał Wierzchoń

The theoretical landscape of scientific studies of consciousness has flourished. Today, even multiple versions of the same theory are sometimes available. To advance the field, these theories should be directly compared to determine which are better at predicting and explaining empirical data. Systematic inquiries of this sort are seen in many subfields in cognitive psychology and neuroscience, e.g. in working memory. Nonetheless, when we surveyed publications on consciousness research, we found that most focused on a single theory. When 'comparisons' happened, they were often verbal and non-systematic. This fact in itself could be a contributing reason for the lack of convergence between theories in consciousness research. In this paper, we focus on how to compare theories of consciousness to ensure that the comparisons are meaningful, e.g. whether their predictions are parallel or contrasting. We evaluate how theories are typically compared in consciousness research and related subdisciplines in cognitive psychology and neuroscience, and we provide an example of our approach. We then examine the different reasons why direct comparisons between theories are rarely seen. One possible explanation is the unique nature of the consciousness phenomenon. We conclude that the field should embrace this uniqueness, and we set out the features that a theory of consciousness should account for.

意识科学研究的理论版图已经蓬勃发展。如今,同一理论有时甚至有多个版本。为了推动这一领域的发展,应该对这些理论进行直接比较,以确定哪些理论在预测和解释经验数据方面更胜一筹。认知心理学和神经科学的许多分支领域(如工作记忆)都有此类系统研究。然而,当我们对有关意识研究的出版物进行调查时,我们发现大多数出版物都只关注单一理论。即使进行了 "比较",也往往是口头的、非系统的。这一事实本身就可能是意识研究中各种理论缺乏趋同性的一个原因。在本文中,我们将重点讨论如何对意识理论进行比较,以确保比较是有意义的,例如,它们的预测是平行的还是对比的。我们评估了意识研究以及认知心理学和神经科学的相关分支学科通常是如何对理论进行比较的,并举例说明了我们的方法。然后,我们研究了理论之间很少进行直接比较的不同原因。一种可能的解释是意识现象的独特性。我们的结论是,这一领域应该接受这种独特性,我们还列出了意识理论应该说明的特征。
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引用次数: 0
Time and time again: a multi-scale hierarchical framework for time-consciousness and timing of cognition. 一次又一次:时间意识和认知时机的多尺度分层框架。
IF 3.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-08-12 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab020
Ishan Singhal, Narayanan Srinivasan

Temporality and the feeling of 'now' is a fundamental property of consciousness. Different conceptualizations of time-consciousness have argued that both the content of our experiences and the representations of those experiences evolve in time, or neither have temporal extension, or only content does. Accounting for these different positions, we propose a nested hierarchical model of multiple timescales that accounts for findings on timing of cognition and phenomenology of temporal experience. This framework hierarchically combines the three major philosophical positions on time-consciousness (i.e. cinematic, extensional and retentional) and presents a common basis for temporal experience. We detail the properties of these hierarchical levels and speculate how they could coexist mechanistically. We also place several findings on timing and temporal experience at different levels in this hierarchy and show how they can be brought together. Finally, the framework is used to derive novel predictions for both timing of our experiences and time perception. The theoretical framework offers a novel dynamic space that can bring together sub-fields of cognitive science like perception, attention, action and consciousness research in understanding and describing our experiences both in and of time.

时间性和 "现在 "的感觉是意识的基本属性。不同的时间意识概念认为,我们经验的内容和这些经验的表征都是随着时间演变的,或者两者都没有时间延伸,或者只有内容有时间延伸。考虑到这些不同的立场,我们提出了一个多时间尺度的嵌套层次模型,以解释关于认知时间和时间体验现象学的研究结果。这个框架从层次上结合了关于时间意识的三种主要哲学立场(即电影式、延伸式和保持式),并提出了时间体验的共同基础。我们详细介绍了这些层次的特性,并推测了它们如何在机制上共存。我们还将有关时间和时间体验的若干研究成果置于这一层次结构的不同层面,并说明如何将它们结合在一起。最后,我们利用该框架对我们的经验和时间感知的定时进行了新的预测。该理论框架提供了一个新颖的动态空间,可将认知科学的子领域(如感知、注意力、行动和意识研究)结合起来,以理解和描述我们在时间和时间中的体验。
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引用次数: 0
Formalizing falsification for theories of consciousness across computational hierarchies. 跨计算层次的意识理论证伪形式化。
IF 4.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-08-05 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab014
Jake R Hanson, Sara I Walker

The scientific study of consciousness is currently undergoing a critical transition in the form of a rapidly evolving scientific debate regarding whether or not currently proposed theories can be assessed for their scientific validity. At the forefront of this debate is Integrated Information Theory (IIT), widely regarded as the preeminent theory of consciousness because it quantified subjective experience in a scalar mathematical measure called Φ that is in principle measurable. Epistemological issues in the form of the "unfolding argument" have provided a concrete refutation of IIT by demonstrating how it permits functionally identical systems to have differences in their predicted consciousness. The implication is that IIT and any other proposed theory based on a physical system's causal structure may already be falsified even in the absence of experimental refutation. However, so far many of these arguments surrounding the epistemological foundations of falsification arguments, such as the unfolding argument, are too abstract to determine the full scope of their implications. Here, we make these abstract arguments concrete, by providing a simple example of functionally equivalent machines realizable with table-top electronics that take the form of isomorphic digital circuits with and without feedback. This allows us to explicitly demonstrate the different levels of abstraction at which a theory of consciousness can be assessed. Within this computational hierarchy, we show how IIT is simultaneously falsified at the finite-state automaton level and unfalsifiable at the combinatorial-state automaton level. We use this example to illustrate a more general set of falsification criteria for theories of consciousness: to avoid being already falsified, or conversely unfalsifiable, scientific theories of consciousness must be invariant with respect to changes that leave the inference procedure fixed at a particular level in a computational hierarchy.

对意识的科学研究目前正处于关键的转型期,其形式是一场迅速发展的科学辩论,辩论的主题是目前提出的理论是否可以评估其科学有效性。综合信息理论(IIT)是这场争论的焦点,该理论被广泛认为是最杰出的意识理论,因为它将主观体验量化为原则上可测量的标量数学尺度Φ。以 "展开论证"(unfolding argument)为形式的认识论问题,通过证明 IIT 如何允许功能完全相同的系统在其预测的意识上存在差异,对 IIT 进行了具体驳斥。这意味着,即使没有实验反驳,IIT 和其他任何基于物理系统因果结构提出的理论都可能已经被证伪。然而,到目前为止,许多围绕证伪论证的认识论基础的论证(如展开论证)都过于抽象,无法确定其全部含义。在这里,我们通过提供一个简单的例子,让这些抽象的论证具体化,即功能等同的机器可以用桌面电子设备实现,其形式是有反馈和无反馈的同构数字电路。这样,我们就能明确地展示意识理论可评估的不同抽象层次。在这个计算层次中,我们展示了 IIT 如何在有限状态自动机层次上同时被证伪,而在组合状态自动机层次上又无法被证伪。我们用这个例子来说明意识理论的一套更普遍的证伪标准:为了避免已经被证伪或反过来不可证伪,科学的意识理论必须在发生变化时保持不变,而这种变化会使推理过程固定在计算层次结构中的某个特定层次上。
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引用次数: 0
Spontaneous perception: a framework for task-free, self-paced perception. 自发感知:一个无任务、自定节奏感知的框架。
IF 4.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-08-04 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab016
Shira Baror, Biyu J He

Flipping through social media feeds, viewing exhibitions in a museum, or walking through the botanical gardens, people consistently choose to engage with and disengage from visual content. Yet, in most laboratory settings, the visual stimuli, their presentation duration, and the task at hand are all controlled by the researcher. Such settings largely overlook the spontaneous nature of human visual experience, in which perception takes place independently from specific task constraints and its time course is determined by the observer as a self-governing agent. Currently, much remains unknown about how spontaneous perceptual experiences unfold in the brain. Are all perceptual categories extracted during spontaneous perception? Does spontaneous perception inherently involve volition? Is spontaneous perception segmented into discrete episodes? How do different neural networks interact over time during spontaneous perception? These questions are imperative to understand our conscious visual experience in daily life. In this article we propose a framework for spontaneous perception. We first define spontaneous perception as a task-free and self-paced experience. We propose that spontaneous perception is guided by four organizing principles that grant it temporal and spatial structures. These principles include coarse-to-fine processing, continuity and segmentation, agency and volition, and associative processing. We provide key suggestions illustrating how these principles may interact with one another in guiding the multifaceted experience of spontaneous perception. We point to testable predictions derived from this framework, including (but not limited to) the roles of the default-mode network and slow cortical potentials in underlying spontaneous perception. We conclude by suggesting several outstanding questions for future research, extending the relevance of this framework to consciousness and spontaneous brain activity. In conclusion, the spontaneous perception framework proposed herein integrates components in human perception and cognition, which have been traditionally studied in isolation, and opens the door to understand how visual perception unfolds in its most natural context.

浏览社交媒体动态,在博物馆里观看展览,或者在植物园里散步,人们总是选择参与或脱离视觉内容。然而,在大多数实验室环境中,视觉刺激、它们的呈现时间和手头的任务都是由研究人员控制的。这种设置在很大程度上忽略了人类视觉经验的自发性,其中感知独立于特定任务约束而发生,其时间过程由作为自治代理的观察者决定。目前,关于自发的感知体验是如何在大脑中展开的,还有很多未知之处。所有的知觉范畴都是在自发知觉中提取出来的吗?自发知觉是否固有地涉及意志?自发知觉是否被分割成离散的片段?在自发感知过程中,不同的神经网络是如何随时间相互作用的?这些问题对于理解我们日常生活中有意识的视觉体验是必不可少的。在本文中,我们提出了一个自发感知的框架。我们首先将自发感知定义为一种无任务、自定节奏的体验。我们提出自发感知是由四个组织原则指导的,这些原则赋予了它时间和空间结构。这些原则包括从粗到精的处理、连续性和分割、代理和意志以及联想处理。我们提供了关键的建议,说明这些原则如何相互作用,以指导自发感知的多方面经验。我们指出了从这个框架中得出的可测试的预测,包括(但不限于)默认模式网络和慢皮层电位在潜在的自发感知中的作用。最后,我们提出了未来研究的几个突出问题,将这一框架的相关性扩展到意识和自发的大脑活动。总之,本文提出的自发感知框架整合了人类感知和认知的组成部分,这些组成部分传统上是孤立研究的,并为理解视觉感知如何在其最自然的环境中展开打开了大门。
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引用次数: 5
Minimal physicalism as a scale-free substrate for cognition and consciousness. 最小物理主义作为认知和意识的无尺度基质。
IF 4.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-08-02 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab013
Chris Fields, James F Glazebrook, Michael Levin

Theories of consciousness and cognition that assume a neural substrate automatically regard phylogenetically basal, nonneural systems as nonconscious and noncognitive. Here, we advance a scale-free characterization of consciousness and cognition that regards basal systems, including synthetic constructs, as not only informative about the structure and function of experience in more complex systems but also as offering distinct advantages for experimental manipulation. Our "minimal physicalist" approach makes no assumptions beyond those of quantum information theory, and hence is applicable from the molecular scale upwards. We show that standard concepts including integrated information, state broadcasting via small-world networks, and hierarchical Bayesian inference emerge naturally in this setting, and that common phenomena including stigmergic memory, perceptual coarse-graining, and attention switching follow directly from the thermodynamic requirements of classical computation. We show that the self-representation that lies at the heart of human autonoetic awareness can be traced as far back as, and serves the same basic functions as, the stress response in bacteria and other basal systems.

假定以神经为底层的意识和认知理论会自动将系统发育基础上的非神经系统视为非意识和非认知系统。在这里,我们提出了意识和认知的无尺度表征,认为包括合成建构在内的基础系统不仅能提供关于更复杂系统的经验结构和功能的信息,还能为实验操作提供独特的优势。我们的 "最小物理主义 "方法没有超出量子信息论的假设,因此适用于分子尺度以上的系统。我们的研究表明,包括集成信息、通过小世界网络进行状态广播和分层贝叶斯推理在内的标准概念在这一环境中自然出现,而包括stigmergic记忆、感知粗粒化和注意力转换在内的常见现象则直接源于经典计算的热力学要求。我们的研究表明,作为人类自发意识核心的自我表征可以追溯到细菌和其他基础系统的应激反应,其基本功能与细菌和其他基础系统的应激反应相同。
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引用次数: 0
A possible evolutionary function of phenomenal conscious experience of pain. 痛觉现象可能具有的进化功能。
IF 3.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-06-16 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab012
Oren Kolodny, Roy Moyal, Shimon Edelman

Evolutionary accounts of feelings, and in particular of negative affect and of pain, assume that creatures that feel and care about the outcomes of their behavior outperform those that do not in terms of their evolutionary fitness. Such accounts, however, can only work if feelings can be shown to contribute to fitness-influencing outcomes. Simply assuming that a learner that feels and cares about outcomes is more strongly motivated than one that does is not enough, if only because motivation can be tied directly to outcomes by incorporating an appropriate reward function, without leaving any apparent role to feelings (as it is done in state-of-the-art engineered systems based on reinforcement learning). Here, we propose a possible mechanism whereby pain contributes to fitness: an actor-critic functional architecture for reinforcement learning, in which pain reflects the costs imposed on actors in their bidding for control, so as to promote honest signaling and ultimately help the system optimize learning and future behavior.

关于情感,特别是负面情感和痛苦的进化论认为,有情感并关心其行为结果的生物在进化适应性方面优于那些没有情感和关心其行为结果的生物。然而,这种说法只有在情感能够对影响适应性的结果做出贡献的情况下才能成立。仅仅假设一个对结果有感觉和关心的学习者比一个对结果没有感觉和关心的学习者有更强的动机是不够的,这仅仅是因为动机可以通过加入适当的奖励函数直接与结果挂钩,而不会给感觉留下任何明显的作用(最先进的基于强化学习的工程系统就是这样做的)。在这里,我们提出了一种可能的机制,通过这种机制,疼痛可以促进适应性:一种强化学习的行为者-批评者功能架构,在这种架构中,疼痛反映了行为者在争夺控制权时所付出的代价,从而促进诚实的信号传递,最终帮助系统优化学习和未来行为。
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引用次数: 0
Falsification and consciousness. 伪造与意识
IF 3.1 Q1 PSYCHOLOGY, BIOLOGICAL Pub Date : 2021-04-17 eCollection Date: 2021-01-01 DOI: 10.1093/nc/niab001
Johannes Kleiner, Erik Hoel

The search for a scientific theory of consciousness should result in theories that are falsifiable. However, here we show that falsification is especially problematic for theories of consciousness. We formally describe the standard experimental setup for testing these theories. Based on a theory's application to some physical system, such as the brain, testing requires comparing a theory's predicted experience (given some internal observables of the system like brain imaging data) with an inferred experience (using report or behavior). If there is a mismatch between inference and prediction, a theory is falsified. We show that if inference and prediction are independent, it follows that any minimally informative theory of consciousness is automatically falsified. This is deeply problematic since the field's reliance on report or behavior to infer conscious experiences implies such independence, so this fragility affects many contemporary theories of consciousness. Furthermore, we show that if inference and prediction are strictly dependent, it follows that a theory is unfalsifiable. This affects theories which claim consciousness to be determined by report or behavior. Finally, we explore possible ways out of this dilemma.

寻找科学的意识理论,应该找到可以证伪的理论。然而,我们在此指出,对于意识理论来说,证伪尤其成问题。我们正式描述了测试这些理论的标准实验装置。基于理论在某些物理系统(如大脑)中的应用,测试需要将理论预测的体验(给定系统的某些内部观测数据,如大脑成像数据)与推断的体验(使用报告或行为)进行比较。如果推论与预测不匹配,理论就会被证伪。我们证明,如果推论和预测是独立的,那么任何信息量极小的意识理论都会自动被证伪。这是一个严重的问题,因为该领域依赖报告或行为来推断意识体验,这意味着这种独立性,因此这种脆弱性影响了许多当代意识理论。此外,我们还证明,如果推论和预测是严格相关的,那么理论就不可证伪。这影响了那些声称意识由报告或行为决定的理论。最后,我们探讨了摆脱这一困境的可能途径。
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引用次数: 0
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Neuroscience of Consciousness
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