Title
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 23 0 0 05 Apr 2025
Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning Liuqing Chen Shuhong Xiao Shixian Ding Shanhai Hu Lingyun Sun 60 0 0 10 Feb 2025
NeuralPrefix: A Zero-shot Sensory Data Imputation Plugin Abdelwahed Khamis Sara Khalifa 49 0 0 09 Feb 2025
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 69 0 0 17 Dec 2024
MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 69 0 0 02 Dec 2024
Task-oriented Time Series Imputation Evaluation via Generalized Representers Zhixian Wang Linxiao Yang Liang Sun Qingsong Wen Yi Wang AI4TS 21 0 0 09 Oct 2024
TIMBA: Time series Imputation with Bi-directional Mamba Blocks and Diffusion models Javier Solís-García Belén Vega-Márquez Juan A. Nepomuceno Isabel A. Nepomuceno-Chamorro Mamba AI4TS AI4CE 16 0 0 08 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 34 24 0 24 Sep 2024
Rethinking the Diffusion Models for Numerical Tabular Data Imputation from the Perspective of Wasserstein Gradient Flow Zhichao Chen Haoxuan Li Fangyikang Wang Odin Zhang Hu Xu Xiaoyu Jiang Zhihuan Song Eric H. Wang DiffM 37 1 0 22 Jun 2024
Beyond Random Missingness: Clinically Rethinking for Healthcare Time Series Imputation Linglong Qian Zina Ibrahim Wenjie Du Yiyuan Yang Richard J. B. Dobson Zina Ibrahim AI4TS 25 3 0 26 May 2024
NuwaTS: a Foundation Model Mending Every Incomplete Time Series Jinguo Cheng Chunwei Yang Wanlin Cai Yuxuan Liang Yuankai Wu AI4TS 30 1 0 24 May 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey Yuxuan Liang Haomin Wen Yuqi Nie Yushan Jiang Ming Jin Dongjin Song Shirui Pan Qingsong Wen AI4TS AI4CE 81 108 0 21 Mar 2024
CASPER: Causality-Aware Spatiotemporal Graph Neural Networks for Spatiotemporal Time Series Imputation Baoyu Jing Dawei Zhou Kan Ren Carl Yang CML AI4TS 24 6 0 18 Mar 2024
A Temporally Disentangled Contrastive Diffusion Model for Spatiotemporal Imputation Yakun Chen Kaize Shi Zhangkai Wu Juan Chen Xianzhi Wang Julian McAuley Guandong Xu Shui Yu DiffM 37 4 0 18 Feb 2024
Knowledge Enhanced Conditional Imputation for Healthcare Time-series Linglong Qian Zina Ibrahim Hugh Logan Ellis Ao Zhang Yuezhou Zhang Tao Wang Richard J. B. Dobson AI4TS 16 2 0 27 Dec 2023
Probabilistic Imputation for Time-series Classification with Missing Data Seunghyun Kim Hyunsung Kim Eunggu Yun Hwa-Kyung Lee Jaehun Lee Juho Lee AI4TS 28 14 0 13 Aug 2023
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 200 1,330 0 24 Jan 2022
MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms Trent Kyono Yao Zhang Alexis Bellot M. Schaar CML 44 61 0 04 Nov 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 161 3,799 0 14 Dec 2020
Uncertainty-Aware Variational-Recurrent Imputation Network for Clinical Time Series A. Mulyadi E. Jun Heung-Il Suk BDL 47 57 0 02 Mar 2020
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 194 1,674 0 06 Jun 2016