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Sensory neuroscience seeks to understand how the brain encodes natural environments. However, neural coding has largely been studied using simplified stimuli. In order to assess whether the brain's coding strategy depend on the stimulus…

To evaluate the nature of the neural code in the cerebral cortex, we have used a combination of theory and experiment to assess how information is represented in a realistic cortical population response. We have shown how a sensory stimulus…

神经元与认知 · 定量生物学 2008-03-28 L. C. Osborne , S. E. Palmer , S. G. Lisberger , W. Bialek

Human brains respond to semantic features of presented stimuli with different neurons. It is then curious whether modern deep neural networks admit a similar behavior pattern. Specifically, this paper finds a small cluster of neurons in a…

计算机视觉与模式识别 · 计算机科学 2023-03-10 Zhiheng Liu , Ruili Feng , Kai Zhu , Yifei Zhang , Kecheng Zheng , Yu Liu , Deli Zhao , Jingren Zhou , Yang Cao

Biological and artificial neural systems are composed of many local processors, and their capabilities depend upon the transfer function that relates each local processor's outputs to its inputs. This paper uses a recent advance in the…

信息论 · 计算机科学 2018-03-16 Jim W. Kay , William A. Phillips

The human brain represents objects in a way that is both invariant across instances and flexible enough to support different contexts and tasks. Yet it remains unknown how object representations are dynamically remapped as the same object…

神经元与认知 · 定量生物学 2026-05-27 Julien Dirani , Shankar Chawla , Leila Wehbe , Bradford Z. Mahon

Single neurons in neural networks are often interpretable in that they represent individual, intuitively meaningful features. However, many neurons exhibit $\textit{mixed selectivity}$, i.e., they represent multiple unrelated features. A…

机器学习 · 统计学 2023-10-19 David Klindt , Sophia Sanborn , Francisco Acosta , Frédéric Poitevin , Nina Miolane

Previous studies have demonstrated the importance of the primary sensory cortex for the detection, discrimination and awareness of visual stimuli, but it is unknown how neuronal populations in this area process detected and undetected…

神经元与认知 · 定量生物学 2015-12-03 Jorrit S. Montijn , Pieter M. Goltstein , Cyriel M. A. Pennartz

The cerebellum is implicated in nearly every domain of human cognition, yet our understanding of how this subcortical structure contributes to cognition remains elusive. Efforts on this front have tended to fall into one of two camps. On…

神经元与认知 · 定量生物学 2025-09-15 Jonathan Tsay , Richard Ivry

Colour vision has long fascinated scientists, who have sought to understand both the physiology of the mechanics of colour vision and the psychophysics of colour perception. We consider representations of colour in anatomically constrained…

计算机视觉与模式识别 · 计算机科学 2019-10-25 Ethan Harris , Daniela Mihai , Jonathon Hare

Retinal image of surrounding objects varies tremendously due to the changes in position, size, pose, illumination condition, background context, occlusion, noise, and nonrigid deformations. But despite these huge variations, our visual…

计算机视觉与模式识别 · 计算机科学 2017-02-14 Saeed Reza Kheradpisheh , Mohammad Ganjtabesh , Timothée Masquelier

The activity of neurons is correlated, and this correlation affects how the brain processes information. We study the neural circuit mechanisms of correlations by analyzing a network model characterized by strong and heterogeneous…

神经元与认知 · 定量生物学 2012-12-03 Alberto Bernacchia , Xiao-Jing Wang

Visual understanding requires comprehending complex visual relations between objects within a scene. Here, we seek to characterize the computational demands for abstract visual reasoning. We do this by systematically assessing the ability…

计算机视觉与模式识别 · 计算机科学 2022-03-03 Mohit Vaishnav , Remi Cadene , Andrea Alamia , Drew Linsley , Rufin VanRullen , Thomas Serre

We investigate the synchronization properties between two excitatory coupled neurons in the presence of an inhibitory loop mediated by an interneuron. Dynamical inhibition together with noise independently applied to each neuron provide…

神经元与认知 · 定量生物学 2016-11-23 Fernanda S. Matias , Leonardo L. Gollo , Pedro V. Carelli , Claudio R. Mirasso , Mauro Copelli

Previous theoretical studies on the interaction of excitatory and inhibitory neurons proposed to model this cortical microcircuit motif as a so-called Winner-Take-All (WTA) circuit. A recent modeling study however found that the WTA model…

神经元与认知 · 定量生物学 2018-03-27 Robert Legenstein , Zeno Jonke , Stefan Habenschuss , Wolfgang Maass

Animals learn to predict external contingencies from experience through a process of conditioning. A natural mechanism for conditioning is stimulus substitution, whereby the neuronal response to a stimulus with no prior behavioral…

神经元与认知 · 定量生物学 2024-09-23 Pantelis Vafidis , Antonio Rangel

Targeted syntactic evaluations have demonstrated the ability of language models to perform subject-verb agreement given difficult contexts. To elucidate the mechanisms by which the models accomplish this behavior, this study applies causal…

计算与语言 · 计算机科学 2021-06-23 Matthew Finlayson , Aaron Mueller , Sebastian Gehrmann , Stuart Shieber , Tal Linzen , Yonatan Belinkov

A major goal of neuroscience is to understand brain computations during visual processing in naturalistic settings. A dominant approach is to use image-computable deep neural networks trained with different task objectives as a basis for…

神经元与认知 · 定量生物学 2026-02-06 Hossein Adeli , Sun Minni , Nikolaus Kriegeskorte

Identifying cerebral cortex layers is crucial for comparative studies of the cytoarchitecture aiming at providing insights into the relations between brain structure and function across species. The absence of extensive annotated datasets…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Valentina Vadori , Antonella Peruffo , Jean-Marie Graïc , Giulia Vadori , Livio Finos , Enrico Grisan

Combining multiple perceptual inputs and performing combinatorial reasoning in complex scenarios is a sophisticated cognitive function in humans. With advancements in multi-modal large language models, recent benchmarks tend to evaluate…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Chao Wang , Luning Zhang , Zheng Wang , Yang Zhou

A cell routinely responds to one of many competing environmental cues. A fundamental question is whether the cell follows the cue prioritized by its internal signaling network or the cue that carries the most external information. We…

生物物理 · 物理学 2025-06-26 Louis Gonzalez , Hogyeong Gwak , Bumsoo Han , Andrew Mugler