MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data

MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data

5 June 2024

Guanjie Zheng

Chenghu Zhou

Papers citing "MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data"

16 / 16 papers shown

Title
Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction Yi Xu Armin Bazarjani Hyung-Gun Chi Chiho Choi Y. Fu 47 32 0 28 Mar 2023
PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation Mingzhe Liu Han Huang Hao Feng Leilei Sun Bowen Du Yanjie Fu DiffM 62 46 0 20 Feb 2023
Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer Bin Lu Xiaoying Gan Weinan Zhang Huaxiu Yao Luoyi Fu Xinbing Wang AI4TS 51 71 0 27 May 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 194 30,069 0 01 Mar 2022
MCFlow: Monte Carlo Flow Models for Data Imputation Trevor W. Richardson Wencheng Wu Lei Lin Beilei Xu Edgar A. Bernal OOD 35 47 0 27 Mar 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 254 10,591 0 17 Feb 2020
Missing Data Imputation using Optimal Transport Boris Muzellec Julie Josse Claire Boyer Marco Cuturi OT 40 117 0 10 Feb 2020
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 79 2,130 0 31 May 2019
MisGAN: Learning from Incomplete Data with Generative Adversarial Networks Steven Cheng-Xian Li Bo Jiang Benjamin M. Marlin GAN SyDa 43 167 0 25 Feb 2019
Glow: Generative Flow with Invertible 1x1 Convolutions Diederik P. Kingma Prafulla Dhariwal BDL DRL 233 3,110 0 09 Jul 2018
GAIN: Missing Data Imputation using Generative Adversarial Nets Jinsung Yoon James Jordon M. Schaar GAN 53 1,001 0 07 Jun 2018
BRITS: Bidirectional Recurrent Imputation for Time Series Wei Cao Dong Wang Jian Li Hao Zhou Lei Li Yitan Li AI4TS 49 610 0 27 May 2018
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 98 3,675 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 514 129,831 0 12 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 427 15,066 0 07 Jun 2017
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs M. Simonovsky N. Komodakis GNN 169 1,227 0 10 Apr 2017