Neuronal Synchrony in Complex-Valued Deep Networks

20 December 2013

Papers citing "Neuronal Synchrony in Complex-Valued Deep Networks"

21 / 21 papers shown

Title
Enhancing deep neural networks through complex-valued representations and Kuramoto synchronization dynamics Sabine Muzellec A. Alamia Thomas Serre Rufin VanRullen 44 0 0 28 Feb 2025
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Löwe Andreas Geiger Max Welling AI4CE 83 6 0 17 Oct 2024
Tracking objects that change in appearance with phase synchrony Sabine Muzellec Drew Linsley A. Ashok E. Mingolla Girik Malik Rufin VanRullen Thomas Serre 31 1 0 02 Oct 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 53 5 0 27 May 2024
Dance of SNN and ANN: Solving binding problem by combining spike timing and reconstructive attention Hao Zheng Hui Lin Rong Zhao Luping Shi 36 5 0 11 Nov 2022
Differentiable Mathematical Programming for Object-Centric Representation Learning Adeel Pervez Phillip Lippe E. Gavves OCL 49 5 0 05 Oct 2022
A photonic chip-based machine learning approach for the prediction of molecular properties Hui Zhang Jonathan Wei Zhong Lau Lingxiao Wan Liang Shi H. Cai Xianshu Luo Guo-qiang Lo Chee-Kong Lee L. Kwek Ajian Liu 35 10 0 03 Mar 2022
A note on the complex and bicomplex valued neural networks D. Alpay K. Diki M. Vajiac 20 6 0 04 Feb 2022
Co-domain Symmetry for Complex-Valued Deep Learning Utkarsh Singhal Yifei Xing Stella X. Yu 33 12 0 02 Dec 2021
Capturing the objects of vision with neural networks B. Peters N. Kriegeskorte OCL 33 56 0 07 Sep 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 233 255 0 09 Dec 2020
Encoding word order in complex embeddings Benyou Wang Donghao Zhao Christina Lioma Qiuchi Li Peng Zhang J. Simonsen 19 111 0 27 Dec 2019
Disentangling neural mechanisms for perceptual grouping Junkyung Kim Drew Linsley Kalpit C. Thakkar Thomas Serre OCL 26 54 0 04 Jun 2019
A Perspective on Objects and Systematic Generalization in Model-Based RL Sjoerd van Steenkiste Klaus Greff Jürgen Schmidhuber OCL OffRL 17 31 0 03 Jun 2019
Multi-Object Representation Learning with Iterative Variational Inference Klaus Greff Raphael Lopez Kaufman Rishabh Kabra Nicholas Watters Christopher P. Burgess Daniel Zoran Loic Matthey M. Botvinick Alexander Lerchner OCL SSL 42 500 0 01 Mar 2019
Complex Gated Recurrent Neural Networks Moritz Wolter Angela Yao AI4CE 26 64 0 21 Jun 2018
Deep Complex Networks C. Trabelsi O. Bilaniuk Ying Zhang Dmitriy Serdyuk Sandeep Subramanian J. F. Santos Soroush Mehri Negar Rostamzadeh Yoshua Bengio C. Pal 44 824 0 27 May 2017
Tagger: Deep Unsupervised Perceptual Grouping Klaus Greff Antti Rasmus Mathias Berglund T. Hao Jürgen Schmidhuber Harri Valpola OCL 32 161 0 21 Jun 2016
On Complex Valued Convolutional Neural Networks Nitzan Guberman CVBM 25 133 0 29 Feb 2016
Binding via Reconstruction Clustering Klaus Greff R. Srivastava Jürgen Schmidhuber OCL 24 40 0 19 Nov 2015
Product Reservoir Computing: Time-Series Computation with Multiplicative Neurons A. Goudarzi A. Shabani D. Stefanovic 25 9 0 03 Feb 2015