Multi-level Convolutional Autoencoder Networks for Parametric Prediction
of Spatio-temporal Dynamics

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Multi-level Convolutional Autoencoder Networks for Parametric Prediction of Spatio-temporal Dynamics

23 December 2019

Karthik Duraisamy

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Papers citing "Multi-level Convolutional Autoencoder Networks for Parametric Prediction of Spatio-temporal Dynamics"

17 / 17 papers shown

Title
Deep Learning Models for Global Coordinate Transformations that Linearize PDEs Craig Gin Bethany Lusch Steven L. Brunton J. Nathan Kutz 80 40 0 07 Nov 2019
Learning physics-based reduced-order models for a single-injector combustion process Renee C. Swischuk Boris Kramer Cheng Huang Karen E. Willcox AI4CE 39 99 0 09 Aug 2019
Physics-Informed Probabilistic Learning of Linear Embeddings of Non-linear Dynamics With Guaranteed Stability Shaowu Pan Karthik Duraisamy 118 138 0 09 Jun 2019
Deep convolutional recurrent autoencoders for learning low-dimensional feature dynamics of fluid systems F. J. Gonzalez Maciej Balajewicz AI4CE 134 140 0 03 Aug 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 99 4,851 0 04 Mar 2018
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 148 3,737 0 14 Sep 2017
Language Modeling with Gated Convolutional Networks Yann N. Dauphin Angela Fan Michael Auli David Grangier 247 2,410 0 23 Dec 2016
Temporal Convolutional Networks for Action Segmentation and Detection Colin S. Lea Michael D. Flynn René Vidal A. Reiter Gregory Hager 111 1,499 0 16 Nov 2016
A Convolutional Encoder Model for Neural Machine Translation Jonas Gehring Michael Auli David Grangier Yann N. Dauphin 92 450 0 07 Nov 2016
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 918 6,799 0 26 Sep 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,425 0 12 Sep 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 682 29,183 0 09 Sep 2016
A guide to convolution arithmetic for deep learning Vincent Dumoulin Francesco Visin FAtt 3DH HAI 69 1,544 0 23 Mar 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 572 8,017 0 13 Jun 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 355 18,661 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 270 6,791 0 03 Sep 2014

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