STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space
Model

STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model

19 March 2024

Papers citing "STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model"

16 / 16 papers shown

Title
Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining Jiarun Liu Hao Yang Hong-Yu Zhou Yan Xi Lequan Yu ... Yong Liang Guangming Shi Shaoting Zhang Hairong Zheng Shanshan Wang Mamba 70 150 0 05 Feb 2024
Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces Chloe X. Wang Oleksii Tsepa Jun Ma Bo Wang Mamba 81 90 0 01 Feb 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 114 2,552 0 01 Dec 2023
MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization Dongcheng Zou Senzhang Wang Xuefeng Li Hao Peng Yuandong Wang Chunyang Liu Kehua Sheng Bo Zhang AI4TS 48 22 0 06 Nov 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 60 254 0 19 Jan 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 35 113 0 29 Nov 2022
Recipe for a General, Powerful, Scalable Graph Transformer Ladislav Rampášek Mikhail Galkin Vijay Prakash Dwivedi Anh Tuan Luu Guy Wolf Dominique Beaini 106 556 0 25 May 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 179 1,357 0 30 Jan 2022
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 107 271 1 07 Dec 2021
Knowledge-aware Coupled Graph Neural Network for Social Recommendation Chao Huang Huance Xu Yong-mei Xu Peng Dai Lianghao Xia Mengyin Lu Liefeng Bo Hao Xing Xiaoping Lai Yanfang Ye 47 171 0 08 Oct 2021
Group-Aware Graph Neural Network for Nationwide City Air Quality Forecasting Ling-Hao Chen Jiahui Xu Binqing Wu Yuntao Qian Zhenhong Du Yansheng Li Jianlong Huang AI4TS 57 40 0 27 Aug 2021
Spatial-Temporal Transformer for Dynamic Scene Graph Generation Yuren Cong Wentong Liao H. Ackermann Bodo Rosenhahn M. Yang ViT 26 126 0 26 Jul 2021
DisenHAN: Disentangled Heterogeneous Graph Attention Network for Recommendation Yifan Wang Suyao Tang Yuntong Lei Weiping Song Sheng Wang Ming Zhang 51 141 0 21 Jun 2021
PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting Shuo Wang Yanran Li Jiang Zhang Qingye Meng Lingwei Meng Fei Gao 58 138 0 10 Feb 2020
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
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 246 8,030 0 13 Aug 2016