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Embodied cognitive morphogenesis as a route to intelligent systems. 嵌入式认知形态发生是通向智能系统的途径。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0067
Bradly Alicea, Richard Gordon, Jesse Parent

The embryological view of development is that coordinated gene expression, cellular physics and migration provides the basis for phenotypic complexity. This stands in contrast with the prevailing view of embodied cognition, which claims that informational feedback between organisms and their environment is key to the emergence of intelligent behaviours. We aim to unite these two perspectives as embodied cognitive morphogenesis, in which morphogenetic symmetry breaking produces specialized organismal subsystems which serve as a substrate for the emergence of autonomous behaviours. As embodied cognitive morphogenesis produces fluctuating phenotypic asymmetry and the emergence of information processing subsystems, we observe three distinct properties: acquisition, generativity and transformation. Using a generic organismal agent, such properties are captured through models such as tensegrity networks, differentiation trees and embodied hypernetworks, providing a means to identify the context of various symmetry-breaking events in developmental time. Related concepts that help us define this phenotype further include concepts such as modularity, homeostasis and 4E (embodied, enactive, embedded and extended) cognition. We conclude by considering these autonomous developmental systems as a process called connectogenesis, connecting various parts of the emerged phenotype into an approach useful for the analysis of organisms and the design of bioinspired computational agents.

胚胎发育学认为,协调的基因表达、细胞物理和迁移是表型复杂性的基础。胚胎学的观点认为,协调的基因表达、细胞物理和迁移是表型复杂性的基础,这与体现认知的主流观点形成了鲜明对比,后者认为生物体与其环境之间的信息反馈是智能行为出现的关键。我们的目标是将这两种观点统一为具身认知形态发生(embodied cognitive morphogenesis),其中形态发生的对称性打破产生了专门的生物子系统,作为自主行为出现的基质。由于具身认知形态发生产生了波动的表型不对称性和信息处理子系统的出现,我们观察到了三个不同的特性:获取、生成和转化。利用通用生物代理,我们可以通过张力整体网络、分化树和具身超网络等模型捕捉到这些特性,从而为确定发育过程中各种对称性破坏事件的来龙去脉提供了一种方法。有助于我们进一步定义这种表型的相关概念包括模块化、平衡和 4E(具身、主动、嵌入和扩展)认知等概念。最后,我们将这些自主发育系统视为一个称为 "连接生成"(connectogenesis)的过程,将新出现的表型的各个部分连接起来,形成一种有助于分析生物体和设计生物启发计算代理的方法。
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引用次数: 0
On Bayesian mechanics: a physics of and by beliefs. 论贝叶斯力学:信仰的物理学和信仰的物理学。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0029
Maxwell J D Ramstead, Dalton A R Sakthivadivel, Conor Heins, Magnus Koudahl, Beren Millidge, Lancelot Da Costa, Brennan Klein, Karl J Friston

The aim of this paper is to introduce a field of study that has emerged over the last decade, called Bayesian mechanics. Bayesian mechanics is a probabilistic mechanics, comprising tools that enable us to model systems endowed with a particular partition (i.e. into particles), where the internal states (or the trajectories of internal states) of a particular system encode the parameters of beliefs about external states (or their trajectories). These tools allow us to write down mechanical theories for systems that look as if they are estimating posterior probability distributions over the causes of their sensory states. This provides a formal language for modelling the constraints, forces, potentials and other quantities determining the dynamics of such systems, especially as they entail dynamics on a space of beliefs (i.e. on a statistical manifold). Here, we will review the state of the art in the literature on the free energy principle, distinguishing between three ways in which Bayesian mechanics has been applied to particular systems (i.e. path-tracking, mode-tracking and mode-matching). We go on to examine a duality between the free energy principle and the constrained maximum entropy principle, both of which lie at the heart of Bayesian mechanics, and discuss its implications.

本文旨在介绍过去十年中出现的一个研究领域,即贝叶斯力学。贝叶斯力学是一种概率力学,它所包含的工具使我们能够为具有特定分区(即粒子)的系统建模,其中特定系统的内部状态(或内部状态的轨迹)编码了对外部状态(或其轨迹)的信念参数。通过这些工具,我们可以为系统写下机械理论,这些系统看起来就像是在估计其感官状态原因的后验概率分布。这为模拟决定此类系统动力学的约束、力、势和其他量提供了一种形式语言,尤其是当它们需要在信念空间(即统计流形)上进行动力学模拟时。在此,我们将回顾有关自由能原理的文献现状,区分贝叶斯力学应用于特定系统的三种方式(即路径跟踪、模式跟踪和模式匹配)。自由能原理和受约束最大熵原理都是贝叶斯力学的核心,我们将继续研究自由能原理和受约束最大熵原理之间的二元性,并讨论其影响。
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引用次数: 0
Neuromodulatory control of complex adaptive dynamics in the brain. 大脑中复杂自适应动态的神经调节控制。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0079
James M Shine

How is the massive dimensionality and complexity of the microscopic constituents of the nervous system brought under sufficiently tight control so as to coordinate adaptive behaviour? A powerful means for striking this balance is to poise neurons close to the critical point of a phase transition, at which a small change in neuronal excitability can manifest a nonlinear augmentation in neuronal activity. How the brain could mediate this critical transition is a key open question in neuroscience. Here, I propose that the different arms of the ascending arousal system provide the brain with a diverse set of heterogeneous control parameters that can be used to modulate the excitability and receptivity of target neurons-in other words, to act as control parameters for mediating critical neuronal order. Through a series of worked examples, I demonstrate how the neuromodulatory arousal system can interact with the inherent topological complexity of neuronal subsystems in the brain to mediate complex adaptive behaviour.

如何对神经系统微观组成部分的巨大维度和复杂性进行足够严格的控制,从而协调适应性行为?实现这一平衡的有力手段是将神经元置于接近相变临界点的位置,在这一临界点上,神经元兴奋性的微小变化就能表现出神经元活动的非线性增强。大脑如何介导这一临界转换是神经科学中一个关键的未决问题。在这里,我提出上升唤醒系统的不同臂为大脑提供了一系列不同的异质控制参数,这些参数可用于调节目标神经元的兴奋性和接受性--换句话说,可作为调节临界神经元秩序的控制参数。通过一系列工作实例,我展示了神经调节唤醒系统如何与大脑神经元子系统固有的拓扑复杂性相互作用,从而介导复杂的适应行为。
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引用次数: 0
Mixed anhydrides at the intersection between peptide and RNA autocatalytic sets: evolution of biological coding. 肽与 RNA 自催化组交汇处的混合酸酐:生物编码的演变。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2023.0009
S A Kauffman, N Lehman

We present a scenario for the origin of biological coding, a semiotic relationship between chemical information stored in one location that links to chemical information stored in a separate location. Coding originated from cooperation between two, originally separate, collectively autocatalytic sets (CASs), one for nucleic acids and one for peptides. Upon interaction, a series of RNA folding-directed processes led to their joint cooperativity. The aminoacyl adenylate was the first covalent association made by these two CASs and solidified their interdependence, and is a palimpsest of this era, a relic of the original semiotic relationship between RNA and proteins. Coding was driven by selection pressure to eliminate waste in CASs. Eventually a 1 : 1 relationship between single amino acids and short RNA pieces was established, i.e. the 'genetic code'. The two classes of aaRS enzymes are remnants of the complementary information in two RNA strands, as postulated by Rodin and Ohno. Every stage in the evolution of coding was driven by the downward selection on the components of a system to satisfy the Kantian whole. Coding was engendered because there were two chemically distinct classes of polymers needed for open-ended evolution; systems with only one polymer cannot exhibit this characteristic. Coding is thus synonymous with life as we know it.

我们提出了生物编码的起源设想,即存储在一个位置的化学信息与存储在另一个位置的化学信息之间的符号关系。编码起源于两个原本独立的自催化集合(CAS)之间的合作,一个用于核酸,另一个用于肽。在相互作用后,一系列由 RNA 折叠引导的过程导致了它们的共同合作。氨基酰腺苷酸是这两个自催化反应组首次建立的共价联系,巩固了它们之间的相互依存关系,也是这个时代的古迹,是 RNA 和蛋白质之间原始符号关系的遗迹。编码是由选择压力驱动的,以消除 CAS 中的浪费。最终,在单个氨基酸和短 RNA 之间建立了 1 : 1 的关系,即 "遗传密码"。两类 aaRS 酶是两条 RNA 链中互补信息的残余,正如罗丁和大野所推测的那样。编码进化的每一个阶段都是由系统组成部分的向下选择驱动的,以满足康德整体的要求。编码之所以产生,是因为开放式进化需要两种化学上截然不同的聚合物;只有一种聚合物的系统无法表现出这一特征。因此,编码与我们所知的生命同义。
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引用次数: 0
As without, so within: how the brain's temporo-spatial alignment to the environment shapes consciousness. 有其外,必有其内:大脑与环境的时空一致性如何塑造意识。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0076
Georg Northoff, Philipp Klar, Magnus Bein, Adam Safron

Consciousness is constituted by a structure that includes contents as foreground and the environment as background. This structural relation between the experiential foreground and background presupposes a relationship between the brain and the environment, often neglected in theories of consciousness. The temporo-spatial theory of consciousness addresses the brain-environment relation by a concept labelled 'temporo-spatial alignment'. Briefly, temporo-spatial alignment refers to the brain's neuronal activity's interaction with and adaption to interoceptive bodily and exteroceptive environmental stimuli, including their symmetry as key for consciousness. Combining theory and empirical data, this article attempts to demonstrate the yet unclear neuro-phenomenal mechanisms of temporo-spatial alignment. First, we suggest three neuronal layers of the brain's temporo-spatial alignment to the environment. These neuronal layers span across a continuum from longer to shorter timescales. (i) The background layer comprises longer and more powerful timescales mediating topographic-dynamic similarities between different subjects' brains. (ii) The intermediate layer includes a mixture of medium-scaled timescales allowing for stochastic matching between environmental inputs and neuronal activity through the brain's intrinsic neuronal timescales and temporal receptive windows. (iii) The foreground layer comprises shorter and less powerful timescales for neuronal entrainment of stimuli temporal onset through neuronal phase shifting and resetting. Second, we elaborate on how the three neuronal layers of temporo-spatial alignment correspond to their respective phenomenal layers of consciousness. (i) The inter-subjectively shared contextual background of consciousness. (ii) An intermediate layer that mediates the relationship between different contents of consciousness. (iii) A foreground layer that includes specific fast-changing contents of consciousness. Overall, temporo-spatial alignment may provide a mechanism whose different neuronal layers modulate corresponding phenomenal layers of consciousness. Temporo-spatial alignment can provide a bridging principle for linking physical-energetic (free energy), dynamic (symmetry), neuronal (three layers of distinct time-space scales) and phenomenal (form featured by background-intermediate-foreground) mechanisms of consciousness.

意识是由一种结构构成的,这种结构包括作为前景的内容和作为背景的环境。体验前景与背景之间的这种结构关系预示着大脑与环境之间的关系,而这种关系往往在意识理论中被忽视。意识的时空理论通过一个名为 "时空对齐 "的概念来解决大脑与环境之间的关系。简而言之,时空对齐指的是大脑神经元活动与内感知身体刺激和外感知环境刺激之间的相互作用和适应,包括作为意识关键的对称性。本文结合理论和实证数据,试图证明尚不明确的颞空间排列的神经现象学机制。首先,我们提出了大脑颞空间对齐环境的三个神经元层。这些神经元层跨越了从较长到较短的时间尺度。(i) 背景层包括较长和较强的时间尺度,介导不同受试者大脑之间的地形动态相似性。(ii) 中间层包括中等时间尺度的混合物,通过大脑固有的神经元时间尺度和时间接受窗,实现环境输入和神经元活动之间的随机匹配。(iii) 前景层包括较短、较弱的时间尺度,通过神经元相移和复位,对刺激的时间起始进行神经元夹带。其次,我们阐述了时空排列的三个神经元层如何与各自的意识现象层相对应。(i) 主体间共享的意识背景。(ii) 中介不同意识内容之间关系的中间层。(iii) 包括快速变化的特定意识内容的前景层。总之,时空排列可以提供一种机制,其不同的神经元层可以调节相应的意识现象层。时空排列可以为连接意识的物理能量(自由能)、动态(对称性)、神经元(三层不同的时空尺度)和现象(以背景-中间-前景为特征的形式)机制提供一个桥梁原理。
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引用次数: 0
Making and breaking symmetries in mind and life 在思想和生活中创造和打破对称
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 DOI: 10.1098/rsfs.2023.0015
A. Safron, D. A. R. Sakthivadivel, Z. Sheikhbahaee, Magnus Bein, A. Razi, Michael Levin
Symmetry is a motif featuring in almost all areas of science. Symmetries appear throughout the natural world, making them particularly important in our quest to understand the structure of the world around us. Symmetries and invariances are often first principles pointing to some lawful description of an observation, with explanations being understood as both ‘satisfying’ and potentially useful in their regularity. The sense of aesthetic beauty accompanying such explanations is reminiscent of our understanding of intelligence in terms of the ability to efficiently predict (or compress) data; indeed, identifying and building on symmetry can offer a particularly elegant description of a physical situation. The study of symmetries is so fundamental to mathematics and physics that one might ask where else it proves useful. This theme issue poses the question: what does the study of symmetry, and symmetry breaking, have to offer for the study of life and the mind?
对称是几乎所有科学领域的主题。对称性在自然界中随处可见,这对我们理解周围世界的结构尤为重要。对称性和不变性通常是指向观测的某种合法描述的第一原理,其解释被理解为既“令人满意”,又可能对其规律性有用。伴随着这种解释的美感让人想起我们对智能的理解,即有效预测(或压缩)数据的能力;事实上,在对称的基础上进行识别和构建可以提供对物理情况的特别优雅的描述。对称性的研究是数学和物理的基础,人们可能会问,在其他地方证明它是有用的。这个主题问题提出了这样一个问题:对称和对称破缺的研究对生命和思想的研究有什么帮助?
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引用次数: 1
Symmetry and complexity in object-centric deep active inference models. 以对象为中心的深度主动推理模型的对称性和复杂性。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0077
Stefano Ferraro, Toon Van de Maele, Tim Verbelen, Bart Dhoedt

Humans perceive and interact with hundreds of objects every day. In doing so, they need to employ mental models of these objects and often exploit symmetries in the object's shape and appearance in order to learn generalizable and transferable skills. Active inference is a first principles approach to understanding and modelling sentient agents. It states that agents entertain a generative model of their environment, and learn and act by minimizing an upper bound on their surprisal, i.e. their free energy. The free energy decomposes into an accuracy and complexity term, meaning that agents favour the least complex model that can accurately explain their sensory observations. In this paper, we investigate how inherent symmetries of particular objects also emerge as symmetries in the latent state space of the generative model learnt under deep active inference. In particular, we focus on object-centric representations, which are trained from pixels to predict novel object views as the agent moves its viewpoint. First, we investigate the relation between model complexity and symmetry exploitation in the state space. Second, we do a principal component analysis to demonstrate how the model encodes the principal axis of symmetry of the object in the latent space. Finally, we also demonstrate how more symmetrical representations can be exploited for better generalization in the context of manipulation.

人类每天都要感知数以百计的物体并与之互动。在此过程中,他们需要使用这些物体的心智模型,并经常利用物体形状和外观的对称性来学习可通用和可迁移的技能。主动推理是理解有知觉的代理并为其建模的第一原理方法。该方法认为,代理可以利用其环境的生成模型,并通过最小化其意外上限(即自由能)来学习和行动。自由能分解为准确性和复杂性两个项,这意味着代理倾向于能准确解释其感官观察的最不复杂的模型。在本文中,我们将研究特定物体的固有对称性如何在深度主动推理下学习的生成模型的潜在状态空间中作为对称性出现。尤其是,我们将重点放在以物体为中心的表征上,这些表征是从像素中训练出来的,用于预测代理移动视角时的新物体视图。首先,我们研究了模型复杂性与状态空间对称性利用之间的关系。其次,我们进行了主成分分析,以展示模型是如何在潜在空间中对物体的对称主轴进行编码的。最后,我们还展示了如何利用更多的对称表征来更好地概括操作。
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引用次数: 0
Chiral conformity emerges from the least-time free energy consumption. 手性符合性产生于最少时间的自由能量消耗。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0074
Arto Annila

The prevalence of chirally pure biological polymers is often assumed to stem from some slight preference for one chiral form at the origin of life. Likewise, the predominance of matter over antimatter is presumed to follow from some subtle bias for matter at the dawn of the universe. However, rather than being imposed from the start, handedness standards in societies emerged to make things work. Since work is the universal measure of transferred energy, it is reasoned that standards at all scales and scopes emerge to consume free energy. Free energy minimization, equal to entropy maximization, turns out to be the second law of thermodynamics when derived from statistical physics of open systems. This many-body theory is based on the atomistic axiom that everything comprises the same fundamental elements known as quanta of action; hence, everything follows the same law. According to the thermodynamic principle, the flows of energy naturally select standard structures over less-fit functional forms to consume free energy in the least time. Thermodynamics making no distinction between animate and inanimate renders the question of life's handedness meaningless and deems the search for an intrinsic difference between matter and antimatter pointless.

人们通常认为,手性纯生物聚合物的普遍存在是由于生命起源时对一种手性形式的轻微偏爱。同样,物质比反物质占优势也被认为是宇宙诞生之初对物质的某种微妙偏好。然而,社会中的手性标准并不是一开始就被强加的,而是为了使事物运转而出现的。由于 "功 "是衡量能量传递的通用尺度,因此可以推断,所有尺度和范围的标准都是为了消耗自由能而出现的。自由能最小化等于熵最大化,从开放系统的统计物理学推导出的热力学第二定律就是自由能最小化。这种多体理论基于原子论公理,即万事万物都由称为量子作用的相同基本元素组成;因此,万事万物都遵循相同的规律。根据热力学原理,能量流自然会选择标准结构,而不是不太合适的功能形式,以便在最少的时间内消耗自由能量。热力学不区分有生命和无生命,使得生命的手性问题变得毫无意义,也使得寻找物质和反物质之间的内在区别变得毫无意义。
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引用次数: 0
Reflections on the asymmetry of causation. 对因果关系不对称的思考。
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0081
Jenann Ismael

The most immediately salient asymmetry in our experience of the world is the asymmetry of causation. In the last few decades, two developments have shed new light on the asymmetry of causation: clarity in the foundations of statistical mechanics, and the development of the interventionist conception of causation. In this paper, we ask what is the status of the causal arrow, assuming a thermodynamic gradient and the interventionist account of causation? We find that there is an objective asymmetry rooted in the thermodynamic gradient that underwrites the causal asymmetry: along a thermodynamic gradient, interventionist causal pathways-scaffolded intervention-supporting probabilistic relationships between variables-will propagate influence into the future, but not into the past. The reason is that the present macrostate of the world, in the presence of a low entropy boundary condition, will screen off probabilistic correlations to the past. The asymmetry, however, emerges only under the macroscopic coarse-graining and that raises the question of whether the arrow is simply an artefact of the macroscopic lenses through which we see the world. The question is sharpened and an answer proposed.

在我们对世界的体验中,最突出的不对称现象就是因果关系的不对称。在过去的几十年里,有两个方面的发展为因果关系的不对称性提供了新的启示:统计力学基础的清晰化和因果关系干预概念的发展。在本文中,我们要问的是,假设存在热力学梯度和因果关系的干预论,因果箭头的状况如何?我们发现,热力学梯度中存在一种客观的不对称,这种不对称是因果不对称的基础:沿着热力学梯度,干预主义因果路径--支架式干预--支持变量之间的概率关系--将把影响传播到未来,但不会传播到过去。原因在于,在低熵边界条件下,当前世界的宏观状态将屏蔽与过去的概率相关性。然而,只有在宏观粗粒度条件下才会出现这种不对称性,这就提出了一个问题:箭头是否只是我们观察世界时所使用的宏观透镜的一个伪影?这个问题更加尖锐,并提出了答案。
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引用次数: 0
A third transition in science? 科学的第三次转变?
IF 4.4 3区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI: 10.1098/rsfs.2022.0063
Stuart A Kauffman, Andrea Roli

Since Newton, classical and quantum physics depend upon the 'Newtonian paradigm'. The relevant variables of the system are identified. For example, we identify the position and momentum of classical particles. Laws of motion in differential form connecting the variables are formulated. An example is Newton's three laws of motion. The boundary conditions creating the phase space of all possible values of the variables are defined. Then, given any initial condition, the differential equations of motion are integrated to yield an entailed trajectory in the prestated phase space. It is fundamental to the Newtonian paradigm that the set of possibilities that constitute the phase space is always definable and fixed ahead of time. This fails for the diachronic evolution of ever-new adaptations in any biosphere. Living cells achieve constraint closure and construct themselves. Thus, living cells, evolving via heritable variation and natural selection, adaptively construct new-in-the-universe possibilities. We can neither define nor deduce the evolving phase space: we can use no mathematics based on set theory to do so. We cannot write or solve differential equations for the diachronic evolution of ever-new adaptations in a biosphere. Evolving biospheres are outside the Newtonian paradigm. There can be no theory of everything that entails all that comes to exist. We face a third major transition in science beyond the Pythagorean dream that 'all is number' echoed by Newtonian physics. However, we begin to understand the emergent creativity of an evolving biosphere: emergence is not engineering.

自牛顿以来,经典物理学和量子物理学都依赖于“牛顿范式”。确定了系统的相关变量。例如,我们确定了经典粒子的位置和动量。建立了连接变量的微分形式的运动定律。牛顿运动三定律就是一个例子。定义了创建变量的所有可能值的相空间的边界条件。然后,在给定任何初始条件的情况下,对运动微分方程进行积分,以在叠前相空间中产生所需的轨迹。牛顿范式的基础是,构成相空间的一组可能性总是可以提前定义和固定的。这对于任何生物圈中不断出现的新适应的历时进化来说都是失败的。活细胞实现约束闭合并构建自己。因此,活细胞通过可遗传的变异和自然选择进化,适应性地构建新的宇宙可能性。我们既不能定义也不能推导进化的相空间:我们不能使用基于集合论的数学来定义或推导。我们不能为生物圈中不断变化的适应的历时进化编写或求解微分方程。进化中的生物圈超出了牛顿范式。不可能有任何关于一切事物的理论都包含了所有存在的事物。我们面临着科学的第三次重大转变,超越了毕达哥拉斯的梦想,即牛顿物理学所呼应的“一切都是数字”。然而,我们开始理解一个不断进化的生物圈的涌现创造力:涌现不是工程。
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引用次数: 5
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