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Traditional mathematical approaches to studying analytically the dynamics of neural networks rely on the mean-field approximation, which is rigorously applicable only to networks of infinite size. However, all existing real biological…

神经元与认知 · 定量生物学 2019-04-30 Diego Fasoli , Stefano Panzeri

Continuous phase transitions are studied in a two dimensional nonequilibrium model with an infinite number of absorbing configurations. Spreading from a localized source is characterized by nonuniversal critical exponents, which vary…

凝聚态物理 · 物理学 2009-10-28 Ronald Dickman

Statistical systems near a classical critical point have been intensively studied both from theoretical and experimental points of view. In particular, correlation functions are of relevance in comparing theoretical models with the…

高能物理 - 理论 · 物理学 2018-05-25 Andrea Amoretti , Nicodemo Magnoli

Complex systems can be described at myriad different scales, and their causal workings often have multiscale structure (e.g., a computer can be described at the microscale of its hardware circuitry, the mesoscale of its machine code, and…

信息论 · 计算机科学 2025-04-22 Erik Hoel

Among the properties that are common to complex systems, the presence of critical thresholds in the dynamics of the system is one of the most important. Recently, there has been interest in the universalities that occur in the behavior of…

The behavior of homogeneous and disordered systems with a free boundary is described on the basis of group theory in the two-loop approximation directly in three-dimensional space. The effect of the free boundary on the regime of the bulk…

统计力学 · 物理学 2009-11-13 S. V. Belim

Many decision-making algorithms draw inspiration from the inner workings of individual biological systems. However, it remains unclear whether collective behavior among biological species can also lead to solutions for computational tasks.…

物理与社会 · 物理学 2024-09-04 Niek Mooij , Ivan Kryven

In statistical physics, if we successively divide an equilibrium system into two parts, we will face a situation that, within a certain length $\xi$, the physics of a subsystem is no longer the same as the original system. Then the…

量子物理 · 物理学 2009-11-13 Shi-Jian Gu , Chang-Pu Sun , Hai-Qing Lin

In many machine learning for healthcare tasks, standard datasets are constructed by amassing data across many, often fundamentally dissimilar, sources. But when does adding more data help, and when does it hinder progress on desired model…

机器学习 · 计算机科学 2024-08-09 Judy Hanwen Shen , Inioluwa Deborah Raji , Irene Y. Chen

The mean-field optical phase transition in multimode equal-coupling photonic networks is studied by temporal evolution of the nonlinear equations of motion of the coupled modes. Analogies to statistical mechanics models of interacting…

计算物理 · 物理学 2022-03-18 Oliver Melchert

The paramagnetic-to-ferromagnetic phase transition is believed to proceed through a critical point, at which power laws and scaling invariance, associated with the existence of one diverging characteristic length scale -- the so called…

统计力学 · 物理学 2016-03-15 N. Saratz , D. A. Zanin , U. Ramsperger , S. A. Cannas , D. Pescia , A. Vindigni

We have numerically studied the trapping problem in a two-dimensional lattice where particles are continuously generated. We have introduced interaction between particles and directionality of their movement. This model presents a critical…

高能物理 - 格点 · 物理学 2009-10-22 I. Campos , A. Tarancon

Notable progress has been made in generalist medical large language models across various healthcare areas. However, large-scale modeling of in-hospital time series data - such as vital signs, lab results, and treatments in critical care -…

A growing body of evidence suggests that the structure of mitochondrial networks is poised near criticality, an intermediate regime lying in between order and disorder. Such description fits well with the idea that biological systems, in…

生物物理 · 物理学 2020-11-02 Nahuel Zamponi , Emiliano Zamponi , Sergio A Cannas , Dante R Chialvo

A binary liquid near its consolute point exhibits critical fluctuations of the local composition; the diverging correlation length has always challenged simulations. The method of choice for the calculation of critical points in the phase…

统计力学 · 物理学 2021-04-29 Yogyata Pathania , Dipanjan Chakraborty , Felix Höfling

A rigorous understanding of brain dynamics and function requires a conceptual bridge between multiple levels of organization, including neural spiking and network-level population activity. Mounting evidence suggests that neural networks of…

神经元与认知 · 定量生物学 2016-10-11 Yahya Karimipanah , Zhengyu Ma , Ralf Wessel

We consider the critical behavior at an interface which separates two semi-infinite subsystems belonging to different universality classes, thus having different set of critical exponents, but having a common transition temperature. We…

统计力学 · 物理学 2007-05-23 F. A. Bagamery , L. Turban , F. Igloi

It has recently been reported that statistical signatures of brain criticality, obtained from distributions of neuronal avalanches, can depend on the cortical state. We revisit these claims with a completely different and independent…

The vicinity of phase transitions selectively amplifies weak stimuli, yielding optimal sensitivity to distinguish external input. Along with this enhanced sensitivity, enhanced levels of fluctuations at criticality reduce the specificity of…

神经元与认知 · 定量生物学 2018-01-19 Leonardo L. Gollo

Finding the most powerful node in a dynamic random network, the largest set in a partition-valued stochastic process, or the largest family in an evolving population at a given time, can be a very difficult problem. This is particularly the…

概率论 · 数学 2020-09-09 Cécile Mailler , Peter Mörters , Anna Senkevich