Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs | Paper Citation Record

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A master equation formalism for macroscopic modeling of asynchronous irregular activity states

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Heterogeneous firing rate response of mouse layer V pyramidal neurons in the fluctuation-driven regime

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Modelingmesoscopiccorticaldynamicsusingamean-fieldmodelofconductance- based networks of adaptive exponential integrate-and-fire neurons

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Biologically realistic mean-field models of conductance-based networks of spiking neurons with adaptation

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A computational approach to evaluate how molecular mechanisms impact large-scale brain activity

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Equal numbers of neuronal and nonneuronal cells make the hu- man brain an isometrically scaled-up primate brain

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs The Virtual Brain: a simulator of primate brain network dynamics

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Excitatory and inhibitory interactions in localized popu- lations of model neurons

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A recurrent network mechanism of time integration in perceptual decisions

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Dynamics of sparsely connected networks of excitatory and inhibitory spiking neurons

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Macroscopic description for networks of spiking neurons

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Towards a theory of cortical columns: From spiking neurons to interacting neural populations of finite size

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Low-dimensional spike rate models derived from networks of adaptive integrate-and-fire neurons: comparison and implementation

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs An integrative data-driven model simulating C. elegans brain, body and environment interactions

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs OpenWorm: overview and recent advances in integrative biological simula- tion of Caenorhabditis elegans

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A Drosophila computational brain model reveals sensorimotor processing

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Neuronal wiring diagram of an adult brain

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Multi-scale spiking network model of human cerebral cortex

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Spike sorting biases and information loss in a detailed cortical model

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Modeling and simulation of neocortical micro- and mesocircuitry (Part I, anatomy)

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Modelingandsimulationofneocorticalmicro-andmesocircuitry(PartII, physiology and experimentation)

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Noise in the nervous system

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Some asymptotics for the Bessel functions with an explicit error term

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Stochastic dynamical systems

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Deterministic, stochastic, and mean-field PDE models in neuroscience

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Master-equation approach to stochastic neurodynamics

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Field-theoretic approach to fluctuation effects in neural networks

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Systematic fluctuation expansion for neural network activity equations

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Stochasticneuralfieldtheoryandthesystem-sizeexpansion

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A comprehensive neural simulation of slow-wave sleep and highly re- sponsivewakefulnessdynamics

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Model of global spontaneous activity and local structured activity during delay periods in the cerebral cortex

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs From spiking neuron models to linear-nonlinear models

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Nonlinear responses in fMRI: the Balloon model, Volterra kernels, and other hemodynamics

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Modeling the relationship between neuronal activity and the BOLD signal: contributions from astrocyte calcium dynamics

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Mean-field analysis of a neural network with stochastic STDP

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Data-driven mean-field within whole-brain models

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Out-of-domain generalization in dynamical systems reconstruc- tion

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs How to train your neural ODE: the world of Jacobian and kinetic regulariza- tion

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Neural ordinary differential equations

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Universal Differential Equations for Scientific Machine Learning

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Universal differential equations as a unifying model- inglanguageforneuroscience

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Neural SDEs as infinite-dimensional GANs

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Neural controlled differential equations for irregular time series

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Fourier neural operator for parametric partial differential equations

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This paper cites Functional Whole-Brain Models: A New Framework for Unifying Brain Structure and Cognitive Function.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Functional Whole-Brain Models: A New Framework for Unifying Brain Structure and Cognitive Function

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This paper cites Fast and easy whole-brain network model parameter estimation with auto- matic differentiation.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Fast and easy whole-brain network model parameter estimation with auto- matic differentiation

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Observation 2664e3aa-c68d-4bea-92bc-c74b87409b64 · outbound

This paper cites Training deep neural density estimators to identify mechanistic models of neural dynamics.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Training deep neural density estimators to identify mechanistic models of neural dynamics

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs On structural and practical identifiability

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A foundation model of vision, audition, and language for in-silico neuroscience

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Knowledge distillation: A survey

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Multi-modal and multi-model interrogation of large-scale functional brain networks

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Benchmarking methods for mapping functional connectivity in the brain

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This paper cites Extracting interpretable signatures of whole-brain dynamics through systematic comparison.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Extracting interpretable signatures of whole-brain dynamics through systematic comparison

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Towards an efficient validation of dynamical whole-brain models

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Observation 0c8e3c28-94c1-4c3e-bece-08bb597d079d · outbound

This paper cites Functional connectomics spanning multiple areas of mouse visual cortex.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Functional connectomics spanning multiple areas of mouse visual cortex

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs On the validity of neural mass models

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Inference on the macroscopic dynamics of spiking neurons

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs NNMT: mean-field based analysis tools for neuronal network models

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs neurolib: A simulation framework for whole-brain neural mass modeling

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Virtual Brain Inference (VBI), a flexible and integrative toolkit for efficient probabilistic inference on whole-brain models

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This paper cites Roofline: an insightful visual perfor- mance model for multicore architectures.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Roofline: an insightful visual perfor- mance model for multicore architectures

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Observation f2e494b2-b870-4273-b9d1-0088259f274d · outbound

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Neuronal integration of synaptic input in the fluctuation-driven regime

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Observation 6b4d20e3-8d7d-4ecb-bf0e-0352ac75cd5e · outbound

This paper cites A mathematical theory of the functional dynamics of cortical and thalamic nervous tissue.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A mathematical theory of the functional dynamics of cortical and thalamic nervous tissue

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs A quantitative population model of whisker barrels: re-examining the Wilson-Cowan equations

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Resting-state functional connectivity emerges from structurally and dy- namically shaped slow linear fluctuations

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This paper cites Probabilistic decision making by slow reverberation in cortical circuits.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Probabilistic decision making by slow reverberation in cortical circuits

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Resolution: verified exact; doi, observed 2026-08-06T04:18:49.792032Z

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Next generation neural population models

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Population dynamics of spiking neurons: fast transients, asynchronous states, and locking

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Cambridge: Cambridge University Press, 2014.doi:10.1017/CBO9781107447615

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Observation ce8c36d4-93ed-408e-a822-4c9f2f848aad · outbound

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs On the simulation of large pop- ulations of neurons

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Observation 396f4e4a-6376-46dc-95fb-ddd138ef1b3b · outbound

This paper cites Which model to use for cortical spiking neurons?.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Which model to use for cortical spiking neurons?

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Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Simulation of networks of spiking neurons: a review of tools and strategies

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Observation d53aa6ad-3d96-482d-b5e0-160d2d46ee57 · outbound

This paper cites Adaptive exponential integrate-and-fire model as an effective description of neuronal activity.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Adaptive exponential integrate-and-fire model as an effective description of neuronal activity

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Observation 681eeb7d-ea3b-4d32-853b-369981a7f1cd · outbound

This paper cites Scaling Laws for Neural Language Models.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Scaling Laws for Neural Language Models

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This paper cites Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs.

Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs Mechanistic bridges from receptors to whole-brain dynamics: mean-field reductions, validity domains, and computational trade-offs

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