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• XLinear: A Lightweight and Accurate MLP-Based Model for Long-Term Time Series Forecasting with Exogenous Inputs

  Xinyang Chen, Huidong Jin, Yu Huang, Zaiwen Feng

  20325-20335

  2026-03-14

• M2FMoE: Multi-Resolution Multi-View Frequency Mixture-of-Experts for Extreme-Adaptive Time Series Forecasting

  Yaohui Huang, Runmin Zou, Yun Wang, Laeeq Aslam, Ruipeng Dong

  22075-22083

  2026-03-14

• T3Time: Tri-Modal Time Series Forecasting via Adaptive Multi-Head Alignment and Residual Fusion

  Abdul Monaf Chowdhury, Rabeya Akter, Safaeid Hossain Arib

  20597-20605

  2026-03-14

• Temporal Streaming Batch Principal Component Analysis for Time Series Classification (Student Abstract)

  Enshuo Yan, Huachuan Wang, Weihao Xia

  29543-29544

  2025-04-11

• APT: Affine Prototype-Timestamp for Time Series Forecasting Under Distribution Shift

  Yujie Li, Zezhi Shao, Chengqing Yu, Yisong Fu, Tao Sun, Yongjun Xu, Fei Wang

  15180-15188

  2026-03-14

• Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting

  Longyuan Li, Jihai Zhang, Junchi Yan, Yaohui Jin, Yunhao Zhang, Yanjie Duan, Guangjian Tian

  8420-8428

  2021-05-18

• VQLTI: Long-Term Tropical Cyclone Intensity Forecasting with Physical Constraints

  Xinyu Wang, Lei Liu, Kang Chen, Tao Han, Bin Li, Lei Bai

  28476-28484

  2025-04-11

• Improved Convergence of Iterative Ontology Alignment using Block-Coordinate Descent

  Uthayasanker Thayasivam, Prashant Doshi

  150-156

  2021-09-20

• Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows

  Vijaya Krishna Yalavarthi, Randolf Scholz, Stefan Born, Lars Schmidt-Thieme

  21877-21885

  2025-04-11

• Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting

  Qiquan Shi, Jiaming Yin, Jiajun Cai, Andrzej Cichocki, Tatsuya Yokota, Lei Chen, Mingxuan Yuan, Jia Zeng

  5758-5766

  2020-04-03

• FeTS: A Feature-Aware Framework for Time Series Forecasting

  Le Wang, Jianyong Chen, Songbai Liu

  26328-26336

  2026-03-14

• TTF: A Trapezoidal Temporal Fusion Framework for LTV Forecasting in Douyin

  Yibing Wan, Zhengxiong Guan, Chaoli Zhang, Xiaoyang Li, Lai Xu, Beibei Jia, Zhenzhe Zheng, Fan Wu

  40128-40136

  2026-03-14

• Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems

  Ahmad Maroof Karimi, Yinghui Wu, Mehmet Koyuturk, Roger H. French

  15323-15330

  2021-05-18

• Structured Prediction in Time Series Data

  Jia Li

  2017-02-12

• SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation

  Hyun Ryu, Sunjae Yoon, Hee Suk Yoon, Eunseop Yoon, Chang D. Yoo

  14857-14865

  2024-03-24

• Diffusion Language-Shapelets for Semi-supervised Time-Series Classification

  Zhen Liu, Wenbin Pei, Disen Lan, Qianli Ma

  14079-14087

  2024-03-24

• SNN-PDE: Learning Dynamic PDEs from Data with Simplicial Neural Networks

  Jae Choi, Yuzhou Chen, Huikyo Lee, Hyun Kim, Yulia R. Gel

  11561-11569

  2024-03-24

• TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding

  Kuiye Ding, Fanda Fan, Chunyi Hou, Zheya Wang, Lei Wang, Zhengxin Yang, Jianfeng Zhan

  20790-20798

  2026-03-14

• Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition

  Hui Li, Peng Wang, Chunhua Shen, Guyu Zhang

  8610-8617

  2019-07-17

• Beyond MSE: Ordinal Cross-Entropy for Probabilistic Time Series Forecasting

  Jieting Wang, Huimei Shi, Feijiang Li, Xiaolei Shang

  26269-26276

  2026-03-14

• Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting

  Ruichu Cai, Haiqin Huang, Zhifan Jiang, Zijian Li, Changze Zhou, Yuequn Liu, Yuming Liu, Zhifeng Hao

  15641-15649

  2025-04-11

• IdealTSF: Can Non-Ideal Data Contribute to Enhancing the Performance of Time Series Forecasting Models?

  Hua Wang, Jinghao Lu, Fan Zhang

  26224-26232

  2026-03-14

• EasyTS: The Express Lane to Long Time Series Forecasting

  Tiancheng Zhang, Shaoyuan Huang, Cheng Zhang, Xiaofei Wang, Wenyu Wang

  23853-23855

  2024-03-24

• Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing

  Junkai Lu, Peng Chen, Chenjuan Guo, Yang Shu, Meng Wang, Bin Yang

  24070-24078

  2026-03-14

• Revisiting Attention for Multivariate Time Series Forecasting

  Haixiang Wu

  21528-21535

  2025-04-11