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• Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global–Local Representation Synergy in Multivariate Time Series Forecasting

  Wenhao Zhang, Chun Zhang, Wei Bai, Ning Zhang, Changxia Gao, Yuxin Jia, Chenhao Shi, Shaoxiong Pang

  28427-28436

  2026-03-14

• CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

  Peiyuan Liu, Hang Guo, Tao Dai, Naiqi Li, Jigang Bao, Xudong Ren, Yong Jiang, Shu-Tao Xia

  18915-18923

  2025-04-11

• Learnable Dynamic Temporal Pooling for Time Series Classification

  Dongha Lee, Seonghyeon Lee, Hwanjo Yu

  8288-8296

  2021-05-18

• OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting

  Sisuo Lyu, Siru Zhong, Weilin Ruan, Qingxiang Liu, Qingsong Wen, Hui Xiong, Yuxuan Liang

  24216-24225

  2026-03-14

• APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning

  Hong-Wei Wu, Wei-Yao Wang, Kuang-Da Wang, Wen-Chih Peng

  21536-21544

  2025-04-11

• Are Transformers Effective for Time Series Forecasting?

  Ailing Zeng, Muxi Chen, Lei Zhang, Qiang Xu

  11121-11128

  2023-06-26

• ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data

  Chengsen Wang, Qi Qi, Jingyu Wang, Haifeng Sun, Zirui Zhuang, Jinming Wu, Lei Zhang, Jianxin Liao

  12694-12702

  2025-04-11

• Phase-Informed Bayesian Ensemble Models Improve Performance of COVID-19 Forecasts

  Aniruddha Adiga, Gursharn Kaur, Lijing Wang, Benjamin Hurt, Przemyslaw Porebski, Srinivasan Venkatramanan, Bryan Lewis, Madhav V. Marathe

  15647-15653

  2024-07-15

• Joint-Label Learning by Dual Augmentation for Time Series Classification

  Qianli Ma, Zhenjing Zheng, Jiawei Zheng, Sen Li, Wanqing Zhuang, Garrison W. Cottrell

  8847-8855

  2021-05-18

• GCF: Estimating Unobserved Demand Using Graph Causal Forecasting

  Sayantan Basu, Mohit Kumar, Sivaramakrishnan Kaveri

  28836-28842

  2025-04-11

• MulTiCast: A Multimodal Time Series Forecasting System

  Sehyuk Park, Caren Han, Hyunsuk Chung

  41655-41657

  2026-03-14

• ReCast: Reliability-aware Codebook-assisted Lightweight Time Series Forecasting

  Xiang Ma, Taihua Chen, Pengcheng Wang, Xuemei Li, Caiming Zhang

  24299-24307

  2026-03-14

• AnoViz: A Visual Inspection Tool of Anomalies in Multivariate Time Series

  Patara Trirat, Youngeun Nam, Taeyoon Kim, Jae-Gil Lee

  16488-16490

  2024-07-15

• TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts

  Yu-Hao Huang, Chang Xu, Yueying Wu, Wu-Jun Li, Jiang Bian

  17520-17527

  2025-04-11

• Cross-Modal Knowledge Transfer in Time Series AI via Large Vision Models

  Jingchao Ni

  39827-39828

  2026-03-14

• TS2Vec: Towards Universal Representation of Time Series

  Zhihan Yue, Yujing Wang, Juanyong Duan, Tianmeng Yang, Congrui Huang, Yunhai Tong, Bixiong Xu

  8980-8987

  2022-06-28

• MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification

  Yang Mu, Muhammad Shahzad, Xiao Xiang Zhu

  19572-19580

  2025-04-11

• Transparent Networks for Multivariate Time Series

  Minkyu Kim, Suan Lee, Jinho Kim

  37510-37518

  2026-03-14

• STEM-LTS: Integrating Semantic-Temporal Dynamics in LLM-driven Time Series Analysis

  Zhe Zhao, Pengkun Wang, Haibin Wen, Shuang Wang, Liheng Yu, Yang Wang

  22858-22866

  2025-04-11

• Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting

  Yuxuan Shu, Vasileios Lampos

  25419-25427

  2026-03-14

• Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection

  Xiaoyu Huang, Weidong Chen, Bo Hu, Zhendong Mao

  17476-17484

  2025-04-11

• Efficient Anomaly Detection of Irregular Sequences in Ct-Echo Model Space

  Ao Chen, Xiren Zhou, Huanhuan Chen

  15731-15739

  2025-04-11

• Harmonic Dataset Distillation for Time Series Forecasting

  Seungha Hong, Sanghwan Jang, Wonbin Kweon, Suyeon Kim, Gyuseok Lee, Hwanjo Yu

  21770-21778

  2026-03-14

• Steering a Historical Disease Forecasting Model Under a Pandemic: Case of Flu and COVID-19

  Alexander Rodríguez, Nikhil Muralidhar, Bijaya Adhikari, Anika Tabassum, Naren Ramakrishnan, B. Aditya Prakash

  4855-4863

  2021-05-18

• ExoTimer: Leveraging Large Language Models for Time Series Forecasting with Exogenous Variables

  Lan Wu, Xuebin Wang, Chenglong Ge, Ruijuan Chu, LinYu Wang

  26956-26964

  2026-03-14