简介
以下列出AAAI2020和ICLR2020关于时空领域的论文
AAAI2020
[1]. RiskOracle: A Minute‐level Citywide Traffic Accident Forecasting Framework
https://github.com/zzyy0929/AAAI2020-RiskOracle
Zhengyang Zhou (University of Science and Technology of China); Yang Wang (University of Science and
Technology of China)*; Xike Xie (University of Science and Technology of China); Lianliang Chen (University of
Science and Technology of China); Hengchang Liu (USTC)
[2]. GMAN: A Graph Multi-Attention Network for Traffic Prediction
https://github.com/zhengchuanpan/GMAN
Chuanpan Zheng (Xiamen University); Xiaoliang Fan (Xiamen University)*; Cheng Wang (Xiamen University);
Jianzhong Qi (The University of Melbourne)
[3]. Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting
https://github.com/naganandy/graph-based-deep-learning-literature/blob/master/conference-publications/folders/publications_aaai20/mrabgcn_aaai20/README.md
https://arxiv.org/abs/1911.12093?context=cs
Weiqi Chen (Zhejiang University); Ling Chen (Zhejiang University)*; Yu Xie (Alibaba Cloud); Wei Cao (Alibaba);
Yusong Gao (Alibaba Cloud); Xiaojie Feng (Alibaba Cloud)
[4]. Spatio‐Temporal Graph Structure Learning for Traffic Forecasting
Qi Zhang (institute of automation, Chinese academy of science)*; Jianlong Chang (National Laboratory of Pattern
Recognition, Institute of Automation, Chinese Academy of Sciences); Gaofeng Meng (Chinese Academy of
Sciences); SHIMING XIANG (Chinese Academy of Sciences, China); Chunhong Pan (Institute of Automation, Chinese
Academy of Sciences)
[5]. Pay Your Trip for Traffic Congestion: Dynamic Pricing in Traffic‐Aware Road Networks
Lisi Chen (HKBU)*; Shuo Shang (KAUST); Bin Yao (“Shanghai Jiaotong University, China”); Jing Li (Inception Institute
of Artificial Intelligence)
[6]. Self‐Attention ConvLSTM for Spatiotemporal Prediction
Zhihui Lin (Tsinghua University)*; Maomao Li (Tsinghua university); Zhuobin Zheng ( Tsinghua University);
Yangyang Cheng (Tsinghua University); Chun Yuan (Tsinghua University)
[7]. An Attentional Recurrent Neural Network for Personalized Next Location Recommendation
Qing Guo (Nanyang Technological University)*; Zhu Sun (Nanyang Technological University); Jie Zhang (Nanyang
Technological University); Yin-‐Leng Theng (Nanyang Technological University)
[8]. Spatial‐Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-‐Temporal Network Data Forecasting
https://github.com/Davidham3/STSGCN
Chao Song (Beijing Jiaotong University)*; Youfang Lin (Beijing Jiaotong University); Shengnan Guo (Beijing Jiaotong
University); Huaiyu Wan (Beijing Jiaotong University)
[9]. STGRAT: A Spatio-Temporal Graph Attention Network for Traffic Forecasting
https://arxiv.org/abs/1911.13181
Cheonbok Park1, Chunggi Lee2, Hyojin Bahng1, Taeyun won1,
Kihwan Kim2, Seungmin Jin2, Sungahn Ko2, Jaegul Choo1
1 Korea University , 2 UNIST
[10]. Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction
https://arxiv.org/abs/1911.10516
Weijia Zhang (University of Science and Technology of China); Hao LIU (Business Intelligence Lab, Baidu
Research)*; Yanchi Liu (Rutgers University); Jingbo Zhou (Baidu Inc.); Hui Xiong (Rutgers University)
[11]. RoadTagger: Robust Road Attribute Inference with Graph Neural Networks
https://arxiv.org/abs/1912.12408
Songtao He (MIT CSAIL)*; Favyen Bastani (MIT CSAIL); Satvat Jagwani (MIT CSAIL); Edward Park (MIT CSAIL);
Sofiane Abbar (Qatar Computing Research Institute); Mohammad Alizadeh (MIT CSAIL); Dr.Hari Balakrishnan
(Massachusetts institute of technology); Sanjay Chawla (QCRI); Samuel Madden (MIT); Mohammad Amin Sadeghi
(MIT)
ICLR2020
[1]. Geom-gcn: Geometric Graph Convolutional Networks
Spotlight paper
https://github.com/graphdml-uiuc-jlu/geom-gcn
Hongbin Pei, Bingzhe Wei, Kevin Chen-Chuan Chang, Yu Lei, Bo Yang
Jilin University