Structured Time Series Prediction without Structural Prior

Structured Time Series Prediction without Structural Prior

7 February 2022

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Papers citing "Structured Time Series Prediction without Structural Prior"

18 / 18 papers shown

Title
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Mengzhang Li Zhanxing Zhu GNN AI4TS 79 772 0 15 Dec 2020
Efficient Transformers: A Survey Yi Tay Mostafa Dehghani Dara Bahri Donald Metzler VLM 170 1,128 0 14 Sep 2020
Transfer Learning with Graph Neural Networks for Short-Term Highway Traffic Forecasting Tanwi Mallick Prasanna Balaprakash E. Rask Jane Macfarlane GNN AI4TS 60 68 0 17 Apr 2020
Spatial-Temporal Transformer Networks for Traffic Flow Forecasting Mingxing Xu Wenrui Dai Chunmiao Liu Xing Gao Weiyao Lin Guo-Jun Qi H. Xiong AI4TS 71 372 0 09 Jan 2020
Axial Attention in Multidimensional Transformers Jonathan Ho Nal Kalchbrenner Dirk Weissenborn Tim Salimans 110 533 0 20 Dec 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 128 1,385 0 11 Nov 2019
High-Dimensional Multivariate Forecasting with Low-Rank Gaussian Copula Processes David Salinas Michael Bohlke-Schneider Laurent Callot Roberto Medico Jan Gasthaus AI4TS 85 229 0 07 Oct 2019
Graph-Partitioning-Based Diffusion Convolutional Recurrent Neural Network for Large-Scale Traffic Forecasting Tanwi Mallick Prasanna Balaprakash E. Rask Jane Macfarlane DiffM AI4TS GNN 39 78 0 24 Sep 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 92 2,176 0 31 May 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting Kyungeun Lee Wonjong Rhee AI4TS GNN 66 113 0 29 May 2019
Convolution, attention and structure embedding J. Andreoli 75 25 0 03 May 2019
Time Series Prediction : Predicting Stock Price A. Elliot C. Hsu AI4TS 39 14 0 16 Oct 2017
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 148 3,729 0 14 Sep 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 805 132,725 0 12 Jun 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 679 29,183 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 368 7,681 0 30 Jun 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,427 0 02 Dec 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 570 8,007 0 13 Jun 2015