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• WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting

  Zichi Zhang, Tuan Dung Pham, Yimeng An, Ngoc Phu Doan, Majed Alsharari, Viet-Hung Tran, Anh-Tuan Hoang, Hans Vandierendonck, Son T. Mai

  22741-22749

  2025-04-11

• TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data

  Ege Onur Taga, Muhammed Emrullah Ildiz, Samet Oymak

  20761-20769

  2025-04-11

• Enhancing Multivariate Time-Series Domain Adaptation via Contrastive Frequency Graph Discovery and Language-Guided Adversary Alignment

  Haoren Guo, Haiyue Zhu, Jiahui Wang, Prahlad Vadakkepat, Weng Khuen Ho, Tong Heng Lee

  16951-16959

  2025-04-11

• Multi-Scale Dynamic Graph Learning for Time Series Anomaly Detection (Student Abstract)

  Yixuan Jin, Yutao Wei, Zhangtao Cheng, Wenxin Tai, Chunjing Xiao, Ting Zhong

  23523-23524

  2024-03-24

• A Regularized Linear Dynamical System Framework for Multivariate Time Series Analysis

  Zitao Liu, Milos Hauskrecht

  2015-02-18

• GraFITi: Graphs for Forecasting Irregularly Sampled Time Series

  Vijaya Krishna Yalavarthi, Kiran Madhusudhanan, Randolf Scholz, Nourhan Ahmed, Johannes Burchert, Shayan Jawed, Stefan Born, Lars Schmidt-Thieme

  16255-16263

  2024-03-24

• M3Time: LLM-Enhanced Multi-Modal, Multi-Scale, and Multi-Frequency Multivariate Time Series Forecasting

  Shuning Jia, Baijun Song, Canming Ye, Chun Yuan

  22265-22273

  2026-03-14

• DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis

  YongKyung Oh, Dong-Young Lim, Sungil Kim

  19730-19739

  2025-04-11

• HN-MVTS: HyperNetwork-based Multivariate Time Series Forecasting

  Andrey Savchenko, Oleg Kachan

  25200-25208

  2026-03-14

• U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting

  Xiang Ma, Xuemei Li, Lexin Fang, Tianlong Zhao, Caiming Zhang

  14255-14262

  2024-03-24

• MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series

  Qianwen Meng, Hangwei Qian, Yong Liu, Lizhen Cui, Yonghui Xu, Zhiqi Shen

  9153-9161

  2023-06-26

• SEnsor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation

  Yucheng Wang, Yuecong Xu, Jianfei Yang, Zhenghua Chen, Min Wu, Xiaoli Li, Lihua Xie

  10253-10261

  2023-06-26

• Unbiased Multivariate Correlation Analysis

  Yisen Wang, Simone Romano, Vinh Nguyen, James Bailey, Xingjun Ma, Shu-Tao Xia

  2017-02-13

• HyperMixer: Specializable Hypergraph Channel Mixing for Long-term Multivariate Time Series Forecasting

  Changyuan Tian, Zhicong Lu, Zequn Zhang, Heming Yang, Wei Cao, Zhi Guo, Xian Sun, Li Jin

  20885-20893

  2025-04-11

• Generative Semi-supervised Learning for Multivariate Time Series Imputation

  Xiaoye Miao, Yangyang Wu, Jun Wang, Yunjun Gao, Xudong Mao, Jianwei Yin

  8983-8991

  2021-05-18

• A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data

  Chuxu Zhang, Dongjin Song, Yuncong Chen, Xinyang Feng, Cristian Lumezanu, Wei Cheng, Jingchao Ni, Bo Zong, Haifeng Chen, Nitesh V. Chawla

  1409-1416

  2019-07-17

• Incremental Symmetry Breaking Constraints for Graph Search Problems

  Avraham Itzhakov, Michael Codish

  1536-1543

  2020-04-03

• Boosting for Real-Time Multivariate Time Series Classification

  Haishuai Wang, Jun Wu

  2017-02-12

• Multivariate Functional Linear Discriminant Analysis for Partially-Observed Time Series (Abstract Reprint)

  Rahul Bordoloi, Clémence Réda, Orell Trautmann, Saptarshi Bej, Olaf Wolkenhauer

  39856-39856

  2026-03-14

• Multivariate Time-Series Imagification with Time Embedding in Constrained Environments (Student Abstract)

  Seung Woo Kang, Ohyun Jo

  23535-23536

  2024-03-24

• Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values

  Xianfeng Tang, Huaxiu Yao, Yiwei Sun, Charu Aggarwal, Prasenjit Mitra, Suhang Wang

  5956-5963

  2020-04-03

• WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting

  Md Mahmuddun Nabi Murad, Mehmet Aktukmak, Yasin Yilmaz

  19581-19588

  2025-04-11

• CANDI: Curated Test-Time Adaptation for Multivariate Time-Series Anomaly Detection Under Distribution Shift

  HyunGi Kim, Jisoo Mok, Hyungyu Lee, Juhyeon Shin, Sungroh Yoon

  15018-15026

  2026-03-14

• Optimal Look-back Horizon for Time Series Forecasting in Federated Learning

  Dahao Tang, Nan Yang, Yanli Li, Zhiyu Zhu, Zhibo Jin, Dong Yuan

  25823-25830

  2026-03-14

• Mitigating Low Agricultural Productivity of Smallholder Farms in Africa: Time-Series Forecasting for Environmental Stressors

  Maryam Tabar, Dongwon Lee, David P. Hughes, Amulya Yadav

  12608-12614

  2022-06-28