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2022 Conference on Cognitive Computational Neuroscience最新文献

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Conversion of ConvNets to Spiking Neural Networks With Less Than One Spike per Neuron 卷积神经网络到每个神经元少于一个尖峰的尖峰神经网络的转换
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1081-0
Javier Lopez-Randulfe, Nico Reeb, Alois Knoll
{"title":"Conversion of ConvNets to Spiking Neural Networks With Less Than One Spike per Neuron","authors":"Javier Lopez-Randulfe, Nico Reeb, Alois Knoll","doi":"10.32470/ccn.2022.1081-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1081-0","url":null,"abstract":"Spiking neural networks can leverage the high efficiency of temporal coding by converting architectures that were previously learnt with the backpropagation algorithm. In this work, we present the application of a time-coded neuron model for the conversion of classic artificial neural networks that re-duces the computational complexity in the synaptic connections. By adapting the ReLU activation function, the network achieved a sparsity of 0.142 spikes per neuron. The classifi-cation of handwritten digits from the MNIST dataset show that the neuron model is able to convert convolutional neural networks with several hidden layers.","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114981161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
The geometry of cognitive maps under dynamic cognitive control 动态认知控制下的认知地图几何
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1023-0
Seongmin A. Park, Maryam Zolfaghar, Jacob Russin, Douglas S. Miller, R. O’Reilly, E. Boorman
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引用次数: 0
Deep Learning Reveals Non-linear Relationships between EEG and fMRI Dynamics 深度学习揭示EEG和fMRI动态之间的非线性关系
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1031-0
Leandro Jacob, Laura D Lewis
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引用次数: 0
Flying Objects: Challenging humans and machines in dynamic object vision 飞行物体:挑战人类和机器在动态物体视觉
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1301-0
Benjamin Peters, Matthew Retchin, N. Kriegeskorte
{"title":"Flying Objects: Challenging humans and machines in dynamic object vision","authors":"Benjamin Peters, Matthew Retchin, N. Kriegeskorte","doi":"10.32470/ccn.2022.1301-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1301-0","url":null,"abstract":"","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126150303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Training BigGAN on an ecologically motivated image dataset 在生态动机图像数据集上训练BigGAN
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1144-0
Weronika Kłos, P. Coronica, K. Seeliger, M. Hebart
{"title":"Training BigGAN on an ecologically motivated image dataset","authors":"Weronika Kłos, P. Coronica, K. Seeliger, M. Hebart","doi":"10.32470/ccn.2022.1144-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1144-0","url":null,"abstract":"","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127208520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fixation duration variability increases with mind wandering during scene viewing 注视时间的变化随着观看场景时的走神而增加
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1194-0
Kevin O'Neill, Kristina Krasich, Samuel Murray, J. Brockmole, A. Nuthmann, Felipe De Brigard
{"title":"Fixation duration variability increases with mind wandering during scene viewing","authors":"Kevin O'Neill, Kristina Krasich, Samuel Murray, J. Brockmole, A. Nuthmann, Felipe De Brigard","doi":"10.32470/ccn.2022.1194-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1194-0","url":null,"abstract":"","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127297859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Image Embeddings Informed by Natural Language Significantly Improve Predictions and Understanding of Human Higher-level Visual Cortex 基于自然语言的图像嵌入显著提高了人类高级视觉皮层的预测和理解能力
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1227-0
A. Wang, M. Tarr, Leila Wehbe
{"title":"Image Embeddings Informed by Natural Language Significantly Improve Predictions and Understanding of Human Higher-level Visual Cortex","authors":"A. Wang, M. Tarr, Leila Wehbe","doi":"10.32470/ccn.2022.1227-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1227-0","url":null,"abstract":"","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131040398","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Distinguishing Neural Time-series Patterns based on Reservoir-derived Error 基于水库衍生误差的神经时序模式识别
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1071-0
M. F. Afzal, C. D. Márton, Erin L. Rich, Kanaka Rajan
{"title":"Distinguishing Neural Time-series Patterns based on Reservoir-derived Error","authors":"M. F. Afzal, C. D. Márton, Erin L. Rich, Kanaka Rajan","doi":"10.32470/ccn.2022.1071-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1071-0","url":null,"abstract":"","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126967353","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using Deep Learning tools for fitting Reinforcement Learning Models 使用深度学习工具拟合强化学习模型
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1020-0
Milena Rmus, Jimmy Xia, Jasmine Collins, A. Collins
{"title":"Using Deep Learning tools for fitting Reinforcement Learning Models","authors":"Milena Rmus, Jimmy Xia, Jasmine Collins, A. Collins","doi":"10.32470/ccn.2022.1020-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1020-0","url":null,"abstract":"","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130754617","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A neural code for probabilities 概率的神经代码
2022 Conference on Cognitive Computational Neuroscience Pub Date : 1900-01-01 DOI: 10.32470/ccn.2022.1033-0
Cedric Foucault, Tiffany Bounmy, Sébastien Demortain, E. Eger, B. Thirion, Meyniel Florent
{"title":"A neural code for probabilities","authors":"Cedric Foucault, Tiffany Bounmy, Sébastien Demortain, E. Eger, B. Thirion, Meyniel Florent","doi":"10.32470/ccn.2022.1033-0","DOIUrl":"https://doi.org/10.32470/ccn.2022.1033-0","url":null,"abstract":"","PeriodicalId":341186,"journal":{"name":"2022 Conference on Cognitive Computational Neuroscience","volume":"99 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132944671","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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