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• Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling

  Yuchen Fang, Kan Ren, Caihua Shan, Yifei Shen, You Li, Weinan Zhang, Yong Yu, Dongsheng Li

  7530-7538

  2023-06-26

• An Extreme-Adaptive Time Series Prediction Model Based on Probability-Enhanced LSTM Neural Networks

  Yanhong Li, Jack Xu, David C. Anastasiu

  8684-8691

  2023-06-26

• Towards Better Forecasting by Fusing Near and Distant Future Visions

  Jiezhu Cheng, Kaizhu Huang, Zibin Zheng

  3593-3600

  2020-04-03

• Time-Series Anomaly Detection with Graph-Based Self-Supervised Learning and Foundation Models: Towards Real-World Applications

  Thi Kieu Khanh Ho

  41054-41055

  2026-03-14

• A Unified Shape-Aware Foundation Model for Time Series Classification

  Zhen Liu, Yucheng Wang, Boyuan Li, Junhao Zheng, Emadeldeen Eldele, Min Wu, Qianli Ma

  23972-23980

  2026-03-14

• CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting

  Haoxin Wang, Yipeng Mo, Kunlan Xiang, Nan Yin, Honghe Dai, Bixiong Li, Songhai Fan, Site Mo

  21090-21098

  2025-04-11

• ES-Mask: Evolutionary Strip Mask for Explaining Time Series Prediction (Student Abstract)

  Yifei Sun, Cheng Song, Feng Lu, Wei Li, Hai Jin, Albert Y. Zomaya

  16342-16343

  2024-07-15

• Learnable Path in Neural Controlled Differential Equations

  Sheo Yon Jhin, Minju Jo, Seungji Kook, Noseong Park

  8014-8022

  2023-06-26

• RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series

  Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Huan Xu, Shenghuo Zhu

  5409-5416

  2019-07-17

• Continuous-Time Attention for Sequential Learning

  Jen-Tzung Chien, Yi-Hsiang Chen

  7116-7124

  2021-05-18

• Temporal-Frequency Co-training for Time Series Semi-supervised Learning

  Zhen Liu, Qianli Ma, Peitian Ma, Linghao Wang

  8923-8931

  2023-06-26

• CGS-Mask: Making Time Series Predictions Intuitive for All

  Feng Lu, Wei Li, Yifei Sun, Cheng Song, Yufei Ren, Albert Y. Zomaya

  14149-14157

  2024-03-24

• CompRestacking: Capturing Channel Dependency in Highly Correlated Multivariate Time Series Data (Student Abstract)

  Min Kim, Ohyun Jo

  41239-41241

  2026-03-14

• Multivariate Conditional Outlier Detection and Its Clinical Application

  Charmgil Hong, Milos Hauskrecht

  2016-03-05

• Multivariate Conditional Anomaly Detection and Its Clinical Application

  Charmgil Hong, Milos Hauskrecht

  2015-03-04

• Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting

  Yifan Hu, Peiyuan Liu, Peng Zhu, Dawei Cheng, Tao Dai

  17359-17367

  2025-04-11

• Causal Recurrent Variational Autoencoder for Medical Time Series Generation

  Hongming Li, Shujian Yu, Jose Principe

  8562-8570

  2023-06-26

• Supervised Dynamic Dimension Reduction with Deep Neural Network

  Zhanye Luo, Yuefeng Han, Xiufan Yu

  24169-24177

  2026-03-14

• Time Series Domain Adaptation via Sparse Associative Structure Alignment

  Ruichu Cai, Jiawei Chen, Zijian Li, Wei Chen, Keli Zhang, Junjian Ye, Zhuozhang Li, Xiaoyan Yang, Zhenjie Zhang

  6859-6867

  2021-05-18

• Forecasting Clinical Risk from Textual Time Series: Structuring Narratives for Temporal AI in Healthcare

  Shahriar Noroozizadeh, Sayantan Kumar, Jeremy C. Weiss

  39080-39088

  2026-03-14

• Non-Parametric Outliers Detection in Multiple Time Series A Case Study: Power Grid Data Analysis

  Yuxun Zhou, Han Zou, Reza Arghandeh, Weixi Gu, Costas Spanos

  2018-04-29

• OrgaCast: A Trustworthy Spatiotemporal Diffusion Model for Fluorescence Organoid Forecasting

  Dawei Gao, Angello Huerta Gomez, Mingchen Li, Marcel El-Mokahal, Huaxiao Yang, Yunhe Feng

  4104-4112

  2026-03-14

• The Parables of the Mustard Seed and the Yeast: Extremely Low-Budget, High-Performance Nighttime Semantic Segmentation

  Shiqin Wang, Xin Xu, Haoyang Chen, Kui Jiang, Zheng Wang

  7853-7861

  2025-04-11

• Conditional Local Convolution for Spatio-Temporal Meteorological Forecasting

  Haitao Lin, Zhangyang Gao, Yongjie Xu, Lirong Wu, Ling Li, Stan Z. Li

  7470-7478

  2022-06-28

• Sparse4DGS: 4D Gaussian Splatting for Sparse-Frame Dynamic Scene Reconstruction

  Changyue Shi, Chuxiao Yang, Xinyuan Hu, Minghao Chen, Wenwen Pan, Yan Yang, Jiajun Ding, Zhou Yu, Jun Yu

  8933-8941

  2026-03-14