Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment

23 September 2023

Yutong Xia

Yuxuan Liang

Haomin Wen

Xu Liu

Papers citing "Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment"

23 / 23 papers shown

Title
Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach Yuting Huang Ziquan Fang Zhihao Zeng Lu Chen Yunjun Gao 176 0 0 23 May 2025
Reimagining Urban Science: Scaling Causal Inference with Large Language Models Yutong Xia Ao Qu Yunhan Zheng Yihong Tang Dingyi Zhuang ... Cathy Wu Roger Zimmermann Lijun Sun Roger Zimmermann Jinhua Zhao AI4CE 305 1 0 15 Apr 2025
Heterogeneous Graph Convolutional Neural Network via Hodge-Laplacian for Brain Functional Data Jinghan Huang M. Chung A. Qiu 36 9 0 18 Feb 2023
AirFormer: Predicting Nationwide Air Quality in China with Transformers Yuxuan Liang Yutong Xia Songyu Ke Yiwei Wang Qingsong Wen Junbo Zhang Yu Zheng Roger Zimmermann AI4TS AI4CE 51 114 0 29 Nov 2022
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Zhe Jiang Jiawei Jiang Hu Zhang DiffM PINN OOD AI4CE 42 79 0 01 Sep 2022
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs Yangze Zhou Gitta Kutyniok Bruno Ribeiro OODD AI4CE 105 39 0 30 May 2022
Causal Attention for Interpretable and Generalizable Graph Classification Yongduo Sui Xiang Wang Jiancan Wu Min Lin Xiangnan He Tat-Seng Chua CML OOD 57 158 0 30 Dec 2021
OOD-GNN: Out-of-Distribution Generalized Graph Neural Network Haoyang Li Xin Eric Wang Ziwei Zhang Wenwu Zhu OODD OOD 60 102 0 07 Dec 2021
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 122 279 1 07 Dec 2021
DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Renhe Jiang Du Yin Zhaonan Wang Yizhuo Wang Jiewen Deng Hangcheng Liu Zekun Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 85 162 0 20 Aug 2021
AdaRNN: Adaptive Learning and Forecasting of Time Series Yuntao Du Jindong Wang Wenjie Feng Sinno Jialin Pan Tao Qin Renjun Xu Chongjun Wang AI4TS 52 243 0 10 Aug 2021
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Zheng Fang Qingqing Long Guojie Song Kunqing Xie AI4TS 56 476 0 24 Jun 2021
Causal Intervention for Weakly-Supervised Semantic Segmentation Dong Zhang Hanwang Zhang Jinhui Tang Xiansheng Hua Qianru Sun CML ISeg 90 450 0 26 Sep 2020
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Lei Bai Lina Yao Can Li Xianzhi Wang Can Wang GNN AI4TS 78 1,182 0 06 Jul 2020
Visual Commonsense R-CNN Tan Wang Jianqiang Huang Hanwang Zhang Qianru Sun SSL ObjD CML 57 249 0 27 Feb 2020
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 109 1,373 0 11 Nov 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 60 563 0 11 Jun 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 82 2,158 0 31 May 2019
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 224 5,004 0 02 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 466 20,124 0 30 Oct 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 612 29,032 0 09 Sep 2016
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 146 4,033 0 04 Aug 2013
The Emerging Field of Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Domains D. Shuman S. K. Narang P. Frossard Antonio Ortega P. Vandergheynst 126 3,972 0 31 Oct 2012