v1v2v3 (latest)

ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation

4 December 2023

Tong Nie

Papers citing "ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation"

28 / 28 papers shown

Title
MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm Yihang Lu Mahwish Yousaf Xianwei Meng Enhong Chen 96 0 0 29 Mar 2025
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach Tong Nie Junlin He Yuewen Mei Guoyang Qin Guilong Li Jian Sun Wei Ma 108 4 0 30 Aug 2024
Deep Learning for Multivariate Time Series Imputation: A Survey Jun Wang Wenjie Du Yiyuan Yang Linglong Qian Wei Cao Yuxuan Liang Wenjia Wang Yuxuan Liang Qingsong Wen AI4TS SyDa BDL 101 44 0 06 Feb 2024
The Truth is in There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction Pratyusha Sharma Jordan T. Ash Dipendra Kumar Misra LRM 62 90 0 21 Dec 2023
A decoder-only foundation model for time-series forecasting Abhimanyu Das Weihao Kong Rajat Sen Yichen Zhou AI4TS AI4CE 119 241 0 14 Oct 2023
Towards better traffic volume estimation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs Tong Nie Guoyang Qin Yunpeng Wang Jiangming Sun 95 15 0 10 Mar 2023
PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation Mingzhe Liu Han Huang Hao Feng Leilei Sun Bowen Du Yanjie Fu DiffM 79 53 0 20 Feb 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 119 93 0 02 Feb 2023
Ti-MAE: Self-Supervised Masked Time Series Autoencoders Zhe Li Zhongwen Rao Lujia Pan Pengyun Wang Zenglin Xu AI4TS 65 53 0 21 Jan 2023
Laplacian Convolutional Representation for Traffic Time Series Imputation Xinyu Chen Zhanhong Cheng HanQin Cai Nicolas Saunier Lijun Sun AI4TS 82 18 0 03 Dec 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 145 813 0 05 Oct 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Yongjun Xu AI4TS 93 225 0 18 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 129 289 0 17 Jun 2022
SAITS: Self-Attention-based Imputation for Time Series Wenjie Du David Cote Yang Liu AI4TS 71 255 0 17 Feb 2022
Dynamic Spatiotemporal Graph Convolutional Neural Networks for Traffic Data Imputation with Complex Missing Patterns Yuebing Liang Zhan Zhao Lijun Sun GNN AI4TS 78 62 0 17 Sep 2021
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Y. Tashiro Jiaming Song Yang Song Stefano Ermon BDL DiffM 57 547 0 07 Jul 2021
Time Series Forecasting via Learning Convolutionally Low-Rank Models Guangcan Liu AI4TS 63 13 0 23 Apr 2021
NRTSI: Non-Recurrent Time Series Imputation Siyuan Shan Yang Li Junier B. Oliva AI4TS 77 36 0 05 Feb 2021
Linformer: Self-Attention with Linear Complexity Sinong Wang Belinda Z. Li Madian Khabsa Han Fang Hao Ma 216 1,716 0 08 Jun 2020
Low-Rank Bottleneck in Multi-head Attention Models Srinadh Bhojanapalli Chulhee Yun A. S. Rawat Sashank J. Reddi Sanjiv Kumar 69 96 0 17 Feb 2020
Missing Not at Random in Matrix Completion: The Effectiveness of Estimating Missingness Probabilities Under a Low Nuclear Norm Assumption Wei-Ying Ma George H. Chen 118 52 0 28 Oct 2019
Bayesian Temporal Factorization for Multidimensional Time Series Prediction Xinyu Chen Lijun Sun AI4TS 61 212 0 14 Oct 2019
Recovery of Future Data via Convolution Nuclear Norm Minimization Guangcan Liu Wayne Zhang AI4TS 59 20 0 06 Sep 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 92 2,176 0 31 May 2019
CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation Jiawei Ma Zheng Shou Alireza Zareian Hassan Mansour A. Vetro Shih-Fu Chang AI4TS 61 63 0 23 May 2019
GAIN: Missing Data Imputation using Generative Adversarial Nets Jinsung Yoon James Jordon M. Schaar GAN 63 1,026 0 07 Jun 2018
BRITS: Bidirectional Recurrent Imputation for Time Series Wei Cao Dong Wang Jian Li Hao Zhou Lei Li Yitan Li AI4TS 53 624 0 27 May 2018
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 312 1,947 0 06 Jun 2016