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Probabilistic inference offers a principled framework for understanding both behaviour and cortical computation. However, two basic and ubiquitous properties of cortical responses seem difficult to reconcile with probabilistic inference:…

神经元与认知 · 定量生物学 2017-01-03 Laurence Aitchison , Máté Lengyel

Models of neural responses to stimuli with complex spatiotemporal correlation structure often assume that neurons are only selective for a small number of linear projections of a potentially high-dimensional input. Here we explore recent…

神经元与认知 · 定量生物学 2013-06-19 Kanaka Rajan , Olivier Marre , Gašper Tkačik

Neurons in the primate visual cortices show a wide range of stimulus selectivity. Some neurons respond to only a small fraction of stimulus images, whereas others respond to many stimulus images in a non-selective manner. It is unclear how…

神经元与认知 · 定量生物学 2020-01-23 Yuta Kanda , Kota S Sasaki , Izumi Ohzawa , Hiroshi Tamura

Frequency discrimination is a fundamental task of the auditory system. The mammalian inner ear, or cochlea, provides a place code in which different frequencies are detected at different spatial locations. However, a temporal code based on…

神经元与认知 · 定量生物学 2015-06-05 Tobias Reichenbach , A. J. Hudspeth

Large-scale functional networks have been extensively studied using resting state functional magnetic resonance imaging. However, the pattern, organization, and function of fine-scale network activity remain largely unknown. Here we…

神经元与认知 · 定量生物学 2017-03-01 Kun-Han Lu , Jun Young Jeong , Haiguang Wen , Zhongming Liu

Neural networks with equal excitatory and inhibitory feedback show high computational performance. They operate close to a critical point characterized by the joint activation of large populations of neurons. Yet, in macaque motor cortex we…

无序系统与神经网络 · 物理学 2019-08-13 David Dahmen , Sonja Grün , Markus Diesmann , Moritz Helias

In natural scenes, objects generally appear together with other objects. Yet, theoretical studies of neural population coding typically focus on the encoding of single objects in isolation. Experimental studies suggest that neural responses…

神经元与认知 · 定量生物学 2015-01-05 A. Emin Orhan , Wei Ji Ma

The capacity with which a system of independent neuron-like units represents a given set of stimuli is studied by calculating the mutual information between the stimuli and the neural responses. Both discrete noiseless and continuous noisy…

无序系统与神经网络 · 物理学 2007-05-23 Ines Samengo , Alessandro Treves

It has been hypothesized that neural activities in the primary visual cortex (V1) represent a saliency map of the visual field to exogenously guide attention. This hypothesis has so far provided only qualitative predictions and their…

神经元与认知 · 定量生物学 2015-10-08 Li Zhaoping , Li Zhe

Neurons in the primary visual cortex are more or less selective for the orientation of a light bar used for stimulation. A broad distribution of individual grades of orientation selectivity has in fact been reported in all species. A…

神经元与认知 · 定量生物学 2015-06-19 Sadra Sadeh , Stefan Rotter

Many biological neuronal networks exhibit highly variable spiking activity. Balanced networks offer a parsimonious model of this variability. In balanced networks, strong excitatory synaptic inputs are canceled by strong inhibitory inputs…

神经元与认知 · 定量生物学 2016-05-04 Ryan Pyle , Robert Rosenbaum

Activity in neocortex exhibits a range of behaviors, from irregular to temporally precise, and from weakly to strongly correlated. So far there has been no single theoretical framework that could explain all these behaviors, leaving open…

神经元与认知 · 定量生物学 2015-11-03 Alexander Lerchner , Peter E. Latham

Symbols are shared, but perception is private. We study emergent communication between heterogeneous visual agents through decentralized learning, asking what visual information can become shareable when agents have different visual…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Mikako Ochiai , Masatoshi Nagano , Tadahiro Taniguchi

Neurons in the visual cortex are correlated in their variability. The presence of correlation impacts cortical processing because noise cannot be averaged out over many neurons. In an effort to understand the functional purpose of…

机器学习 · 计算机科学 2018-04-04 Shamak Dutta , Bryan Tripp , Graham Taylor

The brain has no direct access to physical stimuli, but only to the spiking activity evoked in sensory organs. It is unclear how the brain can structure its representation of the world based on differences between those noisy, correlated…

神经元与认知 · 定量生物学 2018-04-16 Christophe Gardella , Olivier Marre , Thierry Mora

Neural decoding may be formulated as dynamic state estimation (filtering) based on point process observations, a generally intractable problem. Numerical sampling techniques are often practically useful for the decoding of real neural data.…

神经元与认知 · 定量生物学 2019-01-15 Yuval Harel , Ron Meir , Manfred Opper

Segmenting visual stimuli into distinct groups of features and visual objects is central to visual function. Classical psychophysical methods have helped uncover many rules of human perceptual segmentation, and recent progress in machine…

计算机视觉与模式识别 · 计算机科学 2023-10-12 Jonathan Vacher , Claire Launay , Pascal Mamassian , Ruben Coen-Cagli

The goal of the present investigation was to identify reliable markers of conscious visual perception and to characterize their onset latency and its variability. To that end many visual stimuli from different categories were presented at…

神经元与认知 · 定量生物学 2015-08-27 Renate Rutiku , Jaan Aru , Talis Bachmann

Sensory perception originates from the responses of sensory neurons, which react to a collection of sensory signals linked to various physical attributes of a singular perceptual object. Unraveling how the brain extracts perceptual…

神经元与认知 · 定量生物学 2025-10-27 Zhichao Zhu , Yang Qi , Wenlian Lu , Jianfeng Feng

It is a fundamental behavior that different individuals see the world in a largely similar manner. This is an essential basis for humans' ability to cooperate and communicate. However, what are the neuronal properties that underlie these…

神经元与认知 · 定量生物学 2024-07-12 Ofer Lipman , Shany Grossman , Doron Friedman , Yacov Hel-Or , Rafael Malach