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2006.08849
Cited By
Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction
16 June 2020
Haoxing Lin
Rufan Bai
Weijia Jia
Xinyu Yang
Yongjian You
HAI
AI4TS
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Papers citing
"Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction"
29 / 29 papers shown
Capturing Complex Spatial-Temporal Dependencies in Traffic Forecasting: A Self-Attention Approach
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123
0
0
11 Nov 2025
Graph Convolutional Network With Pattern-Spatial Interactive and Regional Awareness for Traffic Forecasting
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194
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30 Aug 2025
STContext: A Multifaceted Dataset for Developing Context-aware Spatio-temporal Crowd Mobility Prediction Models
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Jiangyi Fang
Tengfei Liu
Fangyuan Gao
Leye Wang
AI4TS
408
1
0
08 Jan 2025
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
CityGPT: Towards Urban IoT Learning, Analysis and Interaction with Multi-Agent System
Qinghua Guan
Jinhui Ouyang
Di Wu
Weiren Yu
LLMAG
AI4CE
283
4
0
23 May 2024
TimeX++: Learning Time-Series Explanations with Information Bottleneck
International Conference on Machine Learning (ICML), 2024
Zichuan Liu
Tianchun Wang
Jimeng Shi
Xu Zheng
Zhuomin Chen
Lei Song
Wenqian Dong
J. Obeysekera
Farhad Shirani
Dongsheng Luo
AI4TS
305
33
0
15 May 2024
Explaining Time Series via Contrastive and Locally Sparse Perturbations
International Conference on Learning Representations (ICLR), 2024
Zichuan Liu
Yingying Zhang
Tianchun Wang
Zefan Wang
Dongsheng Luo
...
Min Wu
Yi Wang
Chunlin Chen
Lunting Fan
Qingsong Wen
423
25
0
16 Jan 2024
Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach
Jinguo Cheng
Ke Li
Yuxuan Liang
Lijun Sun
Junchi Yan
Yuankai Wu
AI4TS
276
2
0
04 Dec 2023
Transport-Hub-Aware Spatial-Temporal Adaptive Graph Transformer for Traffic Flow Prediction
Xiao Xu
Lei Zhang
Bailong Liu
Zhi Liang
Xuefei Zhang
AI4TS
254
1
0
12 Oct 2023
PASTA: PArallel Spatio-Temporal Attention with spatial auto-correlation gating for fine-grained crowd flow prediction
Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2023
Chung Park
Junui Hong
Cheonbok Park
Taesan Kim
Minsung Choi
Jaegul Choo
3DPC
176
2
0
02 Oct 2023
ARFA: An Asymmetric Receptive Field Autoencoder Model for Spatiotemporal Prediction
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Wenxuan Zhang
Xuechao Zou
Li Wu
Xiaoying Wang
Jianqiang Huang
Junliang Xing
448
1
0
01 Sep 2023
MSGNN: Multi-scale Spatio-temporal Graph Neural Network for Epidemic Forecasting
Data mining and knowledge discovery (DMKD), 2023
Mingjie Qiu
Zhiyi Tan
Bingkun Bao
300
24
0
30 Aug 2023
Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark]
Jiawei Jiang
Chengkai Han
Wayne Xin Zhao
Jingyuan Wang
418
2
0
24 Aug 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Ming Jin
Huan Yee Koh
Qingsong Wen
Daniele Zambon
Cesare Alippi
G. I. Webb
Irwin King
Shirui Pan
AI4TS
AI4CE
503
412
0
07 Jul 2023
A Data-driven Region Generation Framework for Spatiotemporal Transportation Service Management
Knowledge Discovery and Data Mining (KDD), 2023
Liyue Chen
Jiangyi Fang
Zhe Yu
Yongxin Tong
Shaosheng Cao
Leye Wang
AI4TS
324
12
0
05 Jun 2023
Interpretation of Time-Series Deep Models: A Survey
Ziqi Zhao
Yucheng Shi
Shushan Wu
Fan Yang
Wenzhan Song
Ninghao Liu
AI4TS
332
22
0
23 May 2023
Automated Spatio-Temporal Graph Contrastive Learning
The Web Conference (WWW), 2023
Qianru Zhang
Chao Huang
Lianghao Xia
Zheng Wang
Zhonghang Li
Siu-keung Yiu
AI4TS
199
70
0
06 May 2023
LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction
Jiawei Jiang
Chengkai Han
Wenjun Jiang
Wayne Xin Zhao
Jingyuan Wang
AI4TS
AI4CE
740
19
0
27 Apr 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction
AAAI Conference on Artificial Intelligence (AAAI), 2023
Jiawei Jiang
Chengkai Han
Wayne Xin Zhao
Jingyuan Wang
AI4TS
415
525
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19 Jan 2023
ARMA Cell: A Modular and Effective Approach for Neural Autoregressive Modeling
Philipp Schiele
Christoph Berninger
David Rügamer
AI4TS
234
2
0
31 Aug 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting
Aoyun Liu
Yaying Zhang
GNN
AI4TS
346
75
0
18 May 2022
A Survey on Graph Representation Learning Methods
ACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022
Shima Khoshraftar
A. An
GNN
AI4TS
396
216
0
04 Apr 2022
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
Guanyao Li
Shuhan Zhong
Shueng-Han Gary Chan
Ruiyuan Li
Chih-Chieh Hung
Wen-Chih Peng
AI4TS
456
44
0
30 Dec 2021
DeepExpress: Heterogeneous and Coupled Sequence Modeling for Express Delivery Prediction
Siyuan Ren
Bin Guo
LongBing Cao
Ke Li
Jiaqi Liu
Zhiwen Yu
245
10
0
18 Aug 2021
Exploring Context Generalizability in Citywide Crowd Mobility Prediction: An Analytic Framework and Benchmark
IEEE Transactions on Mobile Computing (IEEE TMC), 2021
Liyue Chen
Xiaoxiang Wang
Leye Wang
284
2
0
30 Jun 2021
Deep Bayesian Active Learning for Accelerating Stochastic Simulation
Knowledge Discovery and Data Mining (KDD), 2021
D. Wu
Ruijia Niu
Matteo Chinazzi
Alessandro Vespignani
Yi-An Ma
Rose Yu
AI4CE
709
14
0
05 Jun 2021
Quantifying Uncertainty in Deep Spatiotemporal Forecasting
Knowledge Discovery and Data Mining (KDD), 2021
Dongxian Wu
Liyao (Mars) Gao
X. Xiong
Matteo Chinazzi
Alessandro Vespignani
Yi-An Ma
Rose Yu
AI4TS
262
86
0
25 May 2021
Meta-Learning Dynamics Forecasting Using Task Inference
Neural Information Processing Systems (NeurIPS), 2021
Rui Wang
Robin Walters
Rose Yu
OOD
AI4TS
AI4CE
576
48
0
20 Feb 2021
Structured Attention Networks
International Conference on Learning Representations (ICLR), 2017
Yoon Kim
Carl Denton
Luong Hoang
Alexander M. Rush
750
486
0
03 Feb 2017
1
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![Unified Data Management and Comprehensive Performance Evaluation for
Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark]](https://cdn.parameterlab.de/resized-images/aHR0cHM6Ly9jZG4ucGFyYW1ldGVybGFiLmRlL3BhcGVycy8yMzA4LjEyODk5L3BhZ2VzL3BhZ2UtMS1xODBkMzAwLmpwZw?w=256&q=75&f=webp)
