"time series imputation" Papers

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Glocal Information Bottleneck for Time Series Imputation

Jie Yang, Kexin Zhang, Guibin Zhang et al.

NEURIPS 2025oralarXiv:2510.04910
5
citations

Meta Guidance: Incorporating Inductive Biases into Deep Time Series Imputers

Jiacheng You, Xinyang Chen, Yu Sun et al.

NEURIPS 2025oral

TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis

Shiyu Wang, Jiawei LI, Xiaoming Shi et al.

ICLR 2025oralarXiv:2410.16032
93
citations

BayOTIDE: Bayesian Online Multivariate Time Series Imputation with Functional Decomposition

Shikai Fang, Qingsong Wen, Yingtao Luo et al.

ICML 2024oralarXiv:2308.14906
14
citations

Efficient Denoising Diffusion via Probabilistic Masking

Weizhong Zhang, Zhiwei Zhang, Renjie Pi et al.

ICML 2024

MF-CLR: Multi-Frequency Contrastive Learning Representation for Time Series

Jufang Duan, Wei Zheng, Yangzhou Du et al.

ICML 2024

Probabilistic Time Series Modeling with Decomposable Denoising Diffusion Model

Tijin Yan, Hengheng Gong, Yongping He et al.

ICML 2024

TimesURL: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning

jiexi Liu, Songcan Chen

AAAI 2024paperarXiv:2312.15709
105
citations

UP2ME: Univariate Pre-training to Multivariate Fine-tuning as a General-purpose Framework for Multivariate Time Series Analysis

Yunhao Zhang, Liu Minghao, Shengyang Zhou et al.

ICML 2024oral