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

  Seung Woo Kang, Ohyun Jo

  23535-23536

  2024-03-24

• Ripple: Concept-Based Interpretation for Raw Time Series Models in Education

  Mohammad Asadi, Vinitra Swamy, Jibril Frej, Julien Vignoud, Mirko Marras, Tanja Käser

  15903-15911

  2024-07-15

• 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

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

  Yuxuan Shu, Vasileios Lampos

  25419-25427

  2026-03-14

• FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting

  Boris N. Oreshkin, Arezou Amini, Lucy Coyle, Mark Coates

  9233-9241

  2021-05-18

• 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

• 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

• 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

• Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation

  HyunGi Kim, Siwon Kim, Jisoo Mok, Sungroh Yoon

  17868-17876

  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

• Meta-Learning Framework with Applications to Zero-Shot Time-Series Forecasting

  Boris N. Oreshkin, Dmitri Carpov, Nicolas Chapados, Yoshua Bengio

  9242-9250

  2021-05-18

• Cumulative Difference Learning VAE for Time-Series with Temporally Correlated Inflow-Outflow

  Tianchun Li, Chengxiang Wu, Pengyi Shi, Xiaoqian Wang

  13619-13627

  2024-03-24

• Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting

  Peiwang Tang, Weitai Zhang

  12640-12648

  2025-04-11

• Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis

  Taha Belkhouja, Yan Yan, Janardhan Rao Doppa

  6055-6063

  2022-06-28

• 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

• 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

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

  Jieting Wang, Huimei Shi, Feijiang Li, Xiaolei Shang

  26269-26276

  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

• Weakly Supervised 3D Multi-Person Pose Estimation for Large-Scale Scenes Based on Monocular Camera and Single LiDAR

  Peishan Cong, Yiteng Xu, Yiming Ren, Juze Zhang, Lan Xu, Jingya Wang, Jingyi Yu, Yuexin Ma

  461-469

  2023-06-26

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

  Le Wang, Jianyong Chen, Songbai Liu

  26328-26336

  2026-03-14

• 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

• 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

• 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