Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2212.04475
Cited By
v1
v2 (latest)
Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction
AAAI Conference on Artificial Intelligence (AAAI), 2022
7 December 2022
Jiahao Ji
Jingyuan Wang
Chaoqin Huang
Junjie Wu
Bo Xu
Zhen Wu
Junbo Zhang
Yu Zheng
OOD
AI4TS
Re-assign community
ArXiv (abs)
PDF
HTML
Github (180★)
Papers citing
"Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction"
50 / 58 papers shown
Spatio-Temporal Data Enhanced Vision-Language Model for Traffic Scene Understanding
JingTian Ma
Jingyuan Wang
Wayne Xin Zhao
Guoping Liu
Xiang Wen
CLIP
130
0
0
12 Nov 2025
Capturing Complex Spatial-Temporal Dependencies in Traffic Forecasting: A Self-Attention Approach
Zheng Chenghong
Zongyin Deng
Liu Cheng
Xiong Simin
Di Deshi
Li Guanyao
AI4TS
124
0
0
11 Nov 2025
Spatio-temporal Multivariate Time Series Forecast with Chosen Variables
Zibo Liu
Zhe Jiang
Zelin Xu
Tingsong Xiao
Yupu Zhang
Zhengkun Xiao
Haibo Wang
Shigang Chen
AI4TS
172
0
0
28 Oct 2025
Bid2X: Revealing Dynamics of Bidding Environment in Online Advertising from A Foundation Model Lens
Jiahao Ji
Tianyu Wang
Y. Li
Yushen Huo
Zhilin Zhang
Chuan Yu
Jian Xu
Bo Zheng
234
1
0
27 Oct 2025
Towards Interpretable and Trustworthy Time Series Reasoning: A BlueSky Vision
Kanghui Ning
Zijie Pan
Yushan Jiang
Anderson Schneider
Yuriy Nevmyvaka
Dongjin Song
AI4TS
238
2
0
19 Oct 2025
AI-Driven Forecasting and Monitoring of Urban Water System
Qiming Guo
Bishal Khatri
Hua Zhang
Wenlu Wang
AI4CE
102
1
0
08 Oct 2025
How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning
Haotian Gao
Zheng Dong
Jiawei Yong
Shintaro Fukushima
Kenjiro Taura
Renhe Jiang
AI4TS
189
3
0
06 Oct 2025
Deformable Dynamic Convolution for Accurate yet Efficient Spatio-Temporal Traffic Prediction
Hyeonseok Jin
Geonmin Kim
Kyungbaek Kim
GNN
AI4TS
229
0
0
13 Jul 2025
A Time-Enhanced Data Disentanglement Network for Traffic Flow Forecasting
International Conference on Intelligent Computing (ICIC), 2025
Tianfan Jiang
Mei Wu
Wenchao Weng
Dewen Seng
Yiqian Lin
OOD
AI4TS
223
0
0
03 Jun 2025
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review
Yuchen Fang
Hao Miao
Yuxuan Liang
Liwei Deng
Yue Cui
...
Yan Zhao
T. Pedersen
Christian S. Jensen
Xiaofang Zhou
Kai Zheng
AI4TS
AI4CE
308
14
0
02 Jun 2025
ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory Imputation
Tianci Bu
Le Zhou
Wenchuan Yang
Jianhong Mou
Kang Yang
Suoyi Tan
Feng Yao
Jingyuan Wang
Xin Lu
292
1
0
29 May 2025
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Minhyuk Lee
HyeKyung Yoon
MyungJoo Kang
AI4TS
415
8
0
04 May 2025
DRAN: A Distribution and Relation Adaptive Network for Spatio-temporal Forecasting
Xiaobei Zou
Luolin Xiong
Kexuan Zhang
Cesare Alippi
Yang Tang
AI4TS
574
0
0
02 Apr 2025
Multi-modal Time Series Analysis: A Tutorial and Survey
Yushan Jiang
Kanghui Ning
Zijie Pan
Xuyang Shen
Jingchao Ni
Wenchao Yu
Anderson Schneider
Haifeng Chen
Yuriy Nevmyvaka
Dongjin Song
AI4TS
991
44
0
17 Mar 2025
TimeFound: A Foundation Model for Time Series Forecasting
Congxi Xiao
Jingbo Zhou
Yixiong Xiao
Xinjiang Lu
Le Zhang
Hui Xiong
AI4TS
367
3
0
06 Mar 2025
DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting
Knowledge Discovery and Data Mining (KDD), 2024
Hao Wu
Haomin Wen
Guibin Zhang
Yutong Xia
Kai Wang
Yuxuan Liang
Yu Zheng
Kun Wang
540
7
0
17 Jan 2025
Where to Go Next Day: Multi-scale Spatial-Temporal Decoupled Model for Mid-term Human Mobility Prediction
IEEE Transactions on Computational Social Systems (IEEE TCSS), 2025
Zongyuan Huang
Weipeng Wang
Shaoyu Huang
Marta C. Gonzalez
Yaohui Jin
Yanyan Xu
AI4TS
371
2
0
11 Jan 2025
PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting
Tongtong Zhang
Zhiyong Cui
Bingzhang Wang
Yilong Ren
Haiyang Yu
Pan Deng
Yinhai Wang
AI4TS
344
3
0
18 Dec 2024
Memory-enhanced Invariant Prompt Learning for Urban Flow Prediction under Distribution Shifts
Haiyang Jiang
Tong Chen
Feiyu Xiong
Nguyen Quoc Viet Hung
Yuan Yuan
Yong Li
Lizhen Cui
OOD
AI4TS
922
1
0
07 Dec 2024
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and Traffic State Data Analysis
IEEE International Conference on Data Engineering (ICDE), 2024
Xie Yu
Jingyuan Wang
Yifan Yang
Qian Huang
Ke Qu
365
22
0
01 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting
Shaohan Yu
Pan Deng
Yu Zhao
Jiaheng Liu
Ziáng Wang
MoE
1.4K
1
0
30 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction
Yuan Yuan
Jingtao Ding
Chonghua Han
Depeng Jin
Yong Li
Yong Li
AI4TS
AI4CE
631
7
0
20 Nov 2024
Leveraging Intra-Period and Inter-Period Features for Enhanced Passenger Flow Prediction of Subway Stations
Xiannan Huang
Chao Yang
Quan Yuan
AI4TS
208
2
0
16 Oct 2024
Incorporating Long-term Data in Training Short-term Traffic Prediction Model
Xiannan Huang
Shuhan Qiu
Yan Cheng
Quan Yuan
Chao Yang
AI4TS
286
0
0
16 Oct 2024
HGAurban: Heterogeneous Graph Autoencoding for Urban Spatial-Temporal Learning
Qianru Zhang
Xinyi Gao
Haixin Wang
Hongzhi Yin
Siu-Ming Yiu
Hongzhi Yin
AI4TS
348
1
0
14 Oct 2024
EasyST: A Simple Framework for Spatio-Temporal Prediction
International Conference on Information and Knowledge Management (CIKM), 2024
J. Tang
Wei Wei
Lianghao Xia
Chao Huang
376
9
0
10 Sep 2024
OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction
Zhonghang Li
Long Xia
Lei Shi
Yong-mei Xu
D. Yin
Chao Huang
VLM
AI4TS
AI4CE
242
33
0
16 Aug 2024
Multi-View Neural Differential Equations for Continuous-Time Stream Data in Long-Term Traffic Forecasting
Zibo Liu
Zhe Jiang
Shigang Chen
AI4TS
309
0
0
12 Aug 2024
DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting
International Conference on Information and Knowledge Management (CIKM), 2024
Ruixin Ding
Yuqi Chen
Yu-Ting Lan
Wei Zhang
AI4TS
230
20
0
05 Aug 2024
Spatio-Temporal Partial Sensing Forecast for Long-term Traffic
Zibo Liu
Zhe Jiang
Zelin Xu
Tingsong Xiao
Zhengkun Xiao
Haibo Wang
Shigang Chen
AI4TS
257
0
0
02 Aug 2024
Physics-guided Active Sample Reweighting for Urban Flow Prediction
Wei Jiang
Tong Chen
Guanhua Ye
Wentao Zhang
Lizhen Cui
Zi Huang
Hongzhi Yin
AI4TS
AI4CE
270
7
0
18 Jul 2024
AlphaForge: A Framework to Mine and Dynamically Combine Formulaic Alpha Factors
Hao Shi
Weili Song
Xinting Zhang
Jiahe Shi
Cuicui Luo
Xiang Ao
Hamid Arian
Luis Seco
607
23
0
26 Jun 2024
Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting
Knowledge Discovery and Data Mining (KDD), 2024
Zheng Dong
Renhe Jiang
Haotian Gao
Hangchen Liu
Jinliang Deng
Qingsong Wen
Xuan Song
AI4TS
421
59
0
17 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining
Qianru Zhang
Haixin Wang
Cheng Long
Liangcai Su
Xingwei He
...
Tailin Wu
Hongzhi Yin
Siu-Ming Yiu
Qi Tian
Christian S. Jensen
AI4TS
302
17
0
15 May 2024
TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework
Jinhui Ouyang
Yijie Zhu
Xiang Yuan
Di Wu
331
1
0
08 May 2024
Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning
International Joint Conference on Artificial Intelligence (IJCAI), 2024
Jiewen Deng
Renhe Jiang
Jiaqi Zhang
Xuan Song
AI4TS
357
12
0
06 May 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data
Hao Miao
Yan Zhao
Chenjuan Guo
Bin Yang
Kai Zheng
Feiteng Huang
Jiandong Xie
Christian S. Jensen
AI4TS
CLL
255
82
0
23 Apr 2024
SGRU: A High-Performance Structured Gated Recurrent Unit for Traffic Flow Prediction
Wenfeng Zhang
Xin Li
Anqi Li
Xiaoting Huang
Ti Wang
Honglei Gao
AI4TS
390
9
0
18 Apr 2024
Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach
AAAI Conference on Artificial Intelligence (AAAI), 2024
Qing Liu
Sheng Sun
Yuxuan Liang
Jingjing Xue
Min Liu
AI4TS
302
22
0
04 Apr 2024
From Similarity to Superiority: Channel Clustering for Time Series Forecasting
Jialin Chen
J. E. Lenssen
Aosong Feng
Weihua Hu
Matthias Fey
Leandros Tassiulas
J. Leskovec
Rex Ying
AI4TS
259
56
0
31 Mar 2024
LSTTN: A Long-Short Term Transformer-based Spatio-temporal Neural Network for Traffic Flow Forecasting
Qinyao Luo
Silu He
Xing Han
Yuhan Wang
Haifeng Li
AI4TS
301
98
0
25 Mar 2024
Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and Baseline
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2024
Shuhao Li
Yue Cui
Jingyi Xu
Libin Li
Lingkai Meng
Weidong Yang
Fan Zhang
Xiaofang Zhou
AI4TS
226
4
0
22 Mar 2024
FairSTG: Countering performance heterogeneity via collaborative sample-level optimization
IEEE Transactions on Mobile Computing (IEEE TMC), 2024
Gengyu Lin
Zhen-Qiang Zhou
Qihe Huang
Kuo Yang
Shifen Cheng
Yang Wang
AI4TS
408
3
0
19 Mar 2024
ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution
Zhen-Qiang Zhou
Qihe Huang
Binwu Wang
Jianpeng Hou
Kuo Yang
Yuxuan Liang
Yang Wang
AI4TS
247
0
0
04 Mar 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook
Xingchen Zou
Yibo Yan
Xixuan Hao
Yuehong Hu
Haomin Wen
...
Junbo Zhang
Yong Li
Tianrui Li
Yu Zheng
Yuxuan Liang
HAI
AI4TS
429
103
0
29 Feb 2024
UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction
Yuan Yuan
Jingtao Ding
J. Feng
Depeng Jin
Yong Li
AI4TS
403
151
0
19 Feb 2024
AirPhyNet: Harnessing Physics-Guided Neural Networks for Air Quality Prediction
International Conference on Learning Representations (ICLR), 2024
Kethmi Hirushini Hettige
Jiahao Ji
Shili Xiang
Cheng Long
Gao Cong
Jingyuan Wang
AI4CE
325
48
0
06 Feb 2024
Spatial-Temporal Large Language Model for Traffic Prediction
Chenxi Liu
Sun Yang
Qianxiong Xu
Zhishuai Li
Cheng Long
Ziyue Li
Rui Zhao
AI4TS
673
168
0
18 Jan 2024
A Generative Self-Supervised Framework using Functional Connectivity in fMRI Data
Jungwon Choi
Seongho Keum
Eunggu Yun
Byung-Hoon Kim
Juho Lee
300
8
0
04 Dec 2023
Multi-Factor Spatio-Temporal Prediction based on Graph Decomposition Learning
Jiahao Ji
Jingyuan Wang
Yu Mou
Cheng Long
AI4TS
331
3
0
16 Oct 2023
1
2
Next
Page 1 of 2
