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SAITS: Self-Attention-based Imputation for Time Series

Expert systems with applications (ESWA), 2022

17 February 2022

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Papers citing "SAITS: Self-Attention-based Imputation for Time Series"

50 / 106 papers shown

Title
PAST: A Primary-Auxiliary Spatio-Temporal Network for Traffic Time Series Imputation Hanwen Hu Zimo Wen Shiyou Qian Jian Co AI4TS 89 0 0 17 Nov 2025
PI-NAIM: Path-Integrated Neural Adaptive Imputation Model Afifa Khaled Ebrahim Hamid Sumiea 48 0 0 14 Nov 2025
Beyond Observations: Reconstruction Error-Guided Irregularly Sampled Time Series Representation Learning Jiexi Liu Meng Cao Songcan Chen AI4TS 173 0 0 10 Nov 2025
Are Time-Indexed Foundation Models the Future of Time Series Imputation? E. L. Naour Tahar Nabil Adrien Petralia G. Agoua AI4TS AI4CE 76 0 0 08 Nov 2025
Tackling Incomplete Data in Air Quality Prediction: A Bayesian Deep Learning Framework for Uncertainty Quantification Yuzhuang Pian Taiyu Wang Shiqi Zhang Rui Xu Yonghong Liu BDL 145 0 0 04 Nov 2025
Closing Gaps: An Imputation Analysis of ICU Vital Signs Alisher Turubayev Anna Shopova Fabian Lange Mahmut Kamalak Paul Mattes Victoria Ayvasky B. Arnrich Bjarne Pfitzner Robin Van De Water 116 1 0 28 Oct 2025
Glocal Information Bottleneck for Time Series Imputation Jie Yang Kexin Zhang Guibin Zhang Philip S. Yu Kaize Ding AI4TS 129 0 0 06 Oct 2025
Diffusion Transformers for Imputation: Statistical Efficiency and Uncertainty Quantification Zeqi Ye Minshuo Chen 116 0 0 02 Oct 2025
Graph Mixing Additive Networks Maya Bechler-Speicher Andrea Zerio Maor Huri Marie Vibeke Vestergaard Ran Gilad-Bachrach Tine Jess Samir Bhatt Aleksejs Sazonovs 92 0 0 28 Sep 2025
Revisiting Multivariate Time Series Forecasting with Missing Values Jie Yang Yifan Hu Kexin Zhang Luyang Niu Yushun Dong Philip S. Yu AI4TS 113 1 0 27 Sep 2025
Unlocking the Power of Mixture-of-Experts for Task-Aware Time Series Analytics Xingjian Wu Zhengyu Li Hanyin Cheng Xiangfei Qiu Jilin Hu Chenjuan Guo Bin Yang AI4TS 162 1 0 26 Sep 2025
STDiff: A State Transition Diffusion Framework for Time Series Imputation in Industrial Systems Gary Simethy D. O. Arroyo Petar Durdevic DiffM AI4CE 104 0 0 26 Aug 2025
Masked Training for Robust Arrhythmia Detection from Digitalized Multiple Layout ECG Images Shanwei Zhang Deyun Zhang Yirao Tao Kexin Wang Shijia Geng Jun Li Qinghao Zhao Xingpeng Liu Yuxi Zhou Zhiqin Jiang 72 0 0 06 Aug 2025
ACT-Tensor: Tensor Completion Framework for Financial Dataset Imputation Junyi Mo Jiayu Li Duo Zhang Elynn Chen 142 1 0 03 Aug 2025
CS-SHRED: Enhancing SHRED for Robust Recovery of Spatiotemporal Dynamics Romulo B. da Silva Diego Passos Cássio M. Oishi J. Nathan Kutz 130 0 0 30 Jul 2025
MH-GIN: Multi-scale Heterogeneous Graph-based Imputation Network for AIS Data (Extended Version) Hengyu Liu Tianyi Li Yuqiang He Kristian Torp Yushuai Li Christian S. Jensen 170 0 0 27 Jul 2025
MoTM: Towards a Foundation Model for Time Series Imputation based on Continuous Modeling E. L. Naour Tahar Nabil G. Agoua AI4TS 165 1 0 17 Jul 2025
LSCD: Lomb-Scargle Conditioned Diffusion for Time series Imputation Elizabeth Fons Alejandro Sztrajman Yousef El-Laham Luciana Ferrer Svitlana Vyetrenko Manuela Veloso AI4TS 125 0 0 20 Jun 2025
CoIFNet: A Unified Framework for Multivariate Time Series Forecasting with Missing Values Kai Tang Ji Zhang Hua Meng Minbo Ma Qi Xiong Jie Xu Jie Xu Tianrui Li AI4TS 156 0 0 16 Jun 2025
Merlin: Multi-View Representation Learning for Robust Multivariate Time Series Forecasting with Unfixed Missing Rates Chengqing Yu Fei Wang Chuanguang Yang Zezhi Shao Tao Sun Tangwen Qian Wei Wei Zhulin An Yongjun Xu AI4TS 142 4 0 14 Jun 2025
Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness Jinkwan Jang Hyungjin Park Jinmyeong Choi Taesup Kim AI4TS 142 0 0 10 Jun 2025
Filling in the Blanks: Applying Data Imputation in incomplete Water Metering Data Dimitrios Amaxilatis Themistoklis Sarantakos I. Chatzigiannakis Georgios Mylonas 105 0 0 10 Jun 2025
STAMImputer: Spatio-Temporal Attention MoE for Traffic Data ImputationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Yiming Wang Hao Peng Senzhang Wang Haohua Du Chunyang Liu Jia Wu Guanlin Wu AI4TS 132 1 0 09 Jun 2025
Temporal Variational Implicit Neural Representations Batuhan Koyuncu Rachael DeVries Ole Winther Isabel Valera AI4TS BDL 156 0 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 180 0 0 29 May 2025
A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation Yuze Wang Mariana Belgiu Haiyang Wu Dandan Zhong Yangyang Cao Chao Tao 150 0 0 25 May 2025
Interpretable Graph Learning Over Sets of Temporally-Sparse Data Andrea Zerio Maya Bechler-Speicher Maor Huri Marie Vibeke Vestergaard Ran Gilad-Bachrach Tine Jess Samir Bhatt Aleksejs Sazonovs 196 0 0 25 May 2025
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing DataInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Mengxuan Li Ke Liu Jialong Guo Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 174 2 0 16 May 2025
Causal View of Time Series Imputation: Some Identification Results on Missing MechanismInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Ruichu Cai Kaitao Zheng Junxian Huang Zijian Li Zijian Li Boyan Xu Zhifeng Hao AI4TS CML 317 0 0 12 May 2025
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Robert Leppich Michael Stenger Daniel Grillmeyer Vanessa Borst Samuel Kounev AI4TS AI4CE 209 1 0 26 Apr 2025
Towards Explainable Fusion and Balanced Learning in Multimodal Sentiment Analysis Miaosen Luo Yuncheng Jiang Sijie Mai 284 1 0 16 Apr 2025
An Analysis of Temporal Dropout in Earth Observation Time Series for Regression TasksInternational Symposium on Intelligent Data Analysis (IDA), 2025 Miro Miranda Francisco Mena A. Dengel OOD 194 0 0 09 Apr 2025
Temporal Gaussian Copula For Clinical Multivariate Time Series Data ImputationIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024 Ye Su Hezhe Qiao Di Wu Yuwen Chen Lin Chen 184 0 0 03 Apr 2025
Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout ScenariosAAAI Conference on Artificial Intelligence (AAAI), 2025 Mohammad Rafid Ul Islam Prasad Tadepalli Alan Fern 142 7 0 03 Mar 2025
S4M: S4 for multivariate time series forecasting with Missing valuesInternational Conference on Learning Representations (ICLR), 2025 Jing Peng Meiqi Yang Qiong Zhang Xiaoxiao Li AI4TS 568 7 0 02 Mar 2025
Investigating a Model-Agnostic and Imputation-Free Approach for Irregularly-Sampled Multivariate Time-Series Modeling Abhilash Neog Arka Daw Sepideh Fatemi Khorasgani Medha Sawhney Aanish Pradhan ... Heather L. Wander Dexter W Howard C. Carey Paul C. Hanson Anuj Karpatne AI4TS 244 1 0 18 Feb 2025
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning Tong Nie Wei Ma Jian Sun Yu Yang Jiannong Cao AI4TS AI4CE 213 1 0 20 Jan 2025
Boundary-enhanced time series data imputation with long-term dependency diffusion modelsKnowledge-Based Systems (KBS), 2024 Chunjing Xiao Xue Jiang Xianghe Du Wei Yang Wei Lu Xinyu Wang Kevin Chetty 309 8 0 11 Jan 2025
Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach Francisco Mena Diego Arenas A. Dengel 276 1 0 03 Jan 2025
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series AnalysisAAAI Conference on Artificial Intelligence (AAAI), 2024 Jiexi Liu Meng Cao Songcan Chen AI4TS 231 6 0 17 Dec 2024
Missing data imputation for noisy time-series data and applications in healthcare Lien P. Le Xuan-Hien Nguyen Thi T. Nguyen Pål Halvorsen Pål Halvorsen Binh T. Nguyen AI4TS 139 3 0 15 Dec 2024
MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 233 2 0 02 Dec 2024
PIAD-SRNN: Physics-Informed Adaptive Decomposition in State-Space RNN Ahmad Mohammadshirazi Ali Nosratifiroozsalari R. Ramnath AI4TS 238 0 0 01 Dec 2024
RealTraj: Towards Real-World Pedestrian Trajectory Forecasting Ryo Fujii Hideo Saito Ryo Hachiuma AI4TS 486 2 0 26 Nov 2024
Fine-tuning -- a Transfer Learning approach Joseph Arul Raj Linglong Qian Zina M. Ibrahim 191 4 0 06 Nov 2024
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingNeural Information Processing Systems (NeurIPS), 2024 Pranav Singh Chib Pravendra Singh AI4TS 270 10 0 31 Oct 2024
Reconstructing dynamics from sparse observations with no training on target system Zheng-Meng Zhai Jun-Yin Huang Benjamin D. Stern Y. Lai 188 2 0 28 Oct 2024
SSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series ImputationKnowledge Discovery and Data Mining (KDD), 2024 Hongfan Gao Wangmeng Shen Xiangfei Qiu Ronghui Xu Jilin Hu B. Yang 295 6 0 17 Oct 2024
Machine Learning for Missing Value Imputation Abu Fuad Ahmad Khaznah Alshammari Istiaque Ahmed MD Shohel Sayed 193 1 0 10 Oct 2024
Impact of Missing Values in Machine Learning: A Comprehensive Analysis Abu Fuad Ahmad Md Shohel Sayeed Khaznah Alshammari Istiaque Ahmed 105 1 0 10 Oct 2024