Title
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 26 0 0 09 May 2025
IRNN: Innovation-driven Recurrent Neural Network for Time-Series Data Modeling and Prediction Yifan Zhou Yibo Wang Chao Shang AI4TS 42 0 0 09 May 2025
T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models Yunfeng Ge Jiawei Li Yiji Zhao Haomin Wen Zhao Li M. Qiu H. Li Ming Jin Shirui Pan DiffM 131 0 0 05 May 2025
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 53 0 0 04 May 2025
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation Chenxi Liu Hao Miao Qianxiong Xu Shaowen Zhou Cheng Long Yan Zhao Ziyue Li Rui Zhao AI4TS 37 2 0 04 May 2025
TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Yihang Lu Yangyang Xu Qitao Qing Xianwei Meng AI4TS 46 0 0 17 Apr 2025
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning Tong Nie Wei Ma Jian-jun Sun Yu Yang Jiannong Cao AI4TS AI4CE 36 0 0 20 Jan 2025
ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data Zhenyu Lei Yushun Dong Jundong Li Chen Chen AI4TS 75 0 0 14 Dec 2024
Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Hongjun Wang Jiyuan Chen Lingyu Zhang Renhe Jiang Xuan Song AI4TS 73 0 0 18 Nov 2024
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 28 0 0 16 Oct 2024
FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen Bin Yang AI4TS 57 8 0 15 Oct 2024
Evaluating the Generalization Ability of Spatiotemporal Model in Urban Scenario Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song OOD 76 2 0 07 Oct 2024
LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting Yisong Fu Fei Wang Zezhi Shao Chengqing Yu Yujie Li Zhao Chen Zhulin An Yongjun Xu AI4TS 35 0 0 19 Aug 2024
Linear Attention is Enough in Spatial-Temporal Forecasting Xinyu Ning AI4TS 40 0 0 17 Aug 2024
DiscoveryBench: Towards Data-Driven Discovery with Large Language Models Bodhisattwa Prasad Majumder Harshit Surana Dhruv Agarwal Bhavana Dalvi Mishra Abhijeetsingh Meena Aryan Prakhar Tirth Vora Tushar Khot Ashish Sabharwal Peter Clark ELM 42 9 0 01 Jul 2024
Enhancing Spatio-temporal Quantile Forecasting with Curriculum Learning: Lessons Learned Du Yin Jinliang Deng Shuang Ao Zechen Li Hao Xue Arian Prabowo Renhe Jiang Xuan Song Flora Salim AI4TS 42 0 0 18 Jun 2024
XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation Du Yin Hao Xue Arian Prabowo Shuang Ao Flora Salim AI4TS 29 0 0 18 Jun 2024
Hierarchical Classification Auxiliary Network for Time Series Forecasting Yanru Sun Zongxia Xie Dongyue Chen Emadeldeen Eldele Qinghua Hu AI4TS 53 3 0 29 May 2024
From Orthogonality to Dependency: Learning Disentangled Representation for Multi-Modal Time-Series Sensing Signals Ruichu Cai Zhifan Jiang Zijian Li Weilin Chen Xuexin Chen Zhifeng Hao Yifan Shen Guan-Hong Chen Kun Zhang 40 1 0 25 May 2024
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing Chengqing Yu Fei Wang Zezhi Shao Tangwen Qian Zhao Zhang Wei Wei Yongjun Xu AI4CE 33 17 0 18 May 2024
Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting Zheng Dong Renhe Jiang Haotian Gao Hangchen Liu Jinliang Deng Qingsong Wen Xuan Song AI4TS 45 11 0 17 May 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 54 62 0 29 Mar 2024
How Can Large Language Models Understand Spatial-Temporal Data? Lei Liu Shuo Yu Runze Wang Zhenxun Ma Yanming Shen AI4TS 19 23 0 25 Jan 2024
Dynamic Frequency Domain Graph Convolutional Network for Traffic Forecasting Yujie Li Zezhi Shao Yongjun Xu Qiang Qiu Zhaogang Cao Fei Wang AI4TS GNN 17 4 0 19 Dec 2023
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Haotian Gao Renhe Jiang Zheng Dong Jinliang Deng Yuxin Ma Xuan Song AI4TS 44 15 0 01 Dec 2023
Contextualizing MLP-Mixers Spatiotemporally for Urban Data Forecast at Scale Tong Nie Guoyang Qin Lijun Sun Wei Ma Yuewen Mei Jiangming Sun AI4TS 23 2 0 04 Jul 2023
UCTB: An Urban Computing Tool Box for Building Spatiotemporal Prediction Services Jiangyi Fang Liyue Chen Di Chai Yayao Hong Xiuhuai Xie Longbiao Chen Leye Wang AI4TS 16 1 0 07 Jun 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 83 181 0 25 Mar 2023
Causal Discovery from Temporal Data: An Overview and New Perspectives Chang Gong Di Yao Chuzhe Zhang Wenbin Li Jingping Bi AI4TS CML 16 17 0 17 Mar 2023
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 121 167 0 18 May 2022
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 90 265 1 07 Dec 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 108 226 0 18 Jan 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,876 0 14 Dec 2020
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 230 7,903 0 13 Jun 2015