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• SEED: Spectral Entropy-Guided Evaluation of Spatial-Temporal Dependencies for Multivariate Time Series Forecasting

  Feng Xiong, Zongxia Xie, Yanru Sun, Haoyu Wang, Jianhong Lin

  27153-27161

  2026-03-14

• Graph-Aware Contrasting for Multivariate Time-Series Classification

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

  15725-15734

  2024-03-24

• Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data

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

  15715-15724

  2024-03-24

• 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

• Manifold Warping: Manifold Alignment over Time

  Hoa Vu, Clifton Carey, Sridhar Mahadevan

  1155-1161

  2021-09-20

• LIMREF: Local Interpretable Model Agnostic Rule-Based Explanations for Forecasting, with an Application to Electricity Smart Meter Data

  Dilini Rajapaksha, Christoph Bergmeir

  12098-12107

  2022-06-28

• Language Pre-training Guided Masking Representation Learning for Time Series Classification

  Liaoyuan Tang, Zheng Wang, Jie Wang, Guanxiong He, Zhezheng Hao, Rong Wang, Feiping Nie

  12631-12639

  2025-04-11

• FreqCycle: A Multi-Scale Time-Frequency Analysis Method for Time Series Forecasting

  Boya Zhang, Shuaijie Yin, Huiwen Zhu, Xing He

  28159-28167

  2026-03-14

• Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning

  Liuqing Chen, Shuhong Xiao, Shixian Ding, Shanhai Hu, Lingyun Sun

  15821-15829

  2025-04-11

• Memory-Gated Recurrent Networks

  Yaquan Zhang, Qi Wu, Nanbo Peng, Min Dai, Jing Zhang, Hu Wang

  10956-10963

  2021-05-18

• 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

• OursFed: Provable Group Fairness-Aware Federated Learning Against Distrust and Fragility

  Yun Xin, Jianfeng Lu, Gang Li, Shuqin Cao, Guanghui Wen, Kehao Wang

  27117-27125

  2026-03-14

• A Multi-step-ahead Markov Conditional Forward Model with Cube Perturbations for Extreme Weather Forecasting

  Chia-Yuan Chang, Cheng-Wei Lu, Chuan-Ju Wang

  6948-6955

  2021-05-18

• Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine

  Luis Roque, Vítor Cerqueira, Carlos Soares, Luís Torgo

  20192-20199

  2025-04-11

• TGCD: A Framework for Generalized Category Discovery in Time-Series Data

  Chandan Gautam, Lew Choon Hean, Ankit Das, Xiaoli Li, Savitha Ramasamy

  21260-21268

  2026-03-14

• Fault Diagnosis of Irregular Sequences by Adjoint Learning in Continuous-Time Model Space

  Xiren Zhou, Chuyang Wei, Ao Chen, Shikang Liu, Xiangyu Wang, Huanhuan Chen

  29044-29052

  2026-03-14

• TODS: An Automated Time Series Outlier Detection System

  Kwei-Herng Lai, Daochen Zha, Guanchu Wang, Junjie Xu, Yue Zhao, Devesh Kumar, Yile Chen, Purav Zumkhawaka, Minyang Wan, Diego Martinez, Xia Hu

  16060-16062

  2021-05-18

• Materialisation-Based Reasoning in DatalogMTL with Bounded Intervals

  Przemysław A. Wałęga, Michał Zawidzki, Dingmin Wang, Bernardo Cuenca Grau

  6566-6574

  2023-06-26

• LUCID: Exposing Algorithmic Bias through Inverse Design

  Carmen Mazijn, Carina Prunkl, Andres Algaba, Jan Danckaert, Vincent Ginis

  14391-14399

  2023-06-26

• Deep Visual Forced Alignment: Learning to Align Transcription with Talking Face Video

  Minsu Kim, Chae Won Kim, Yong Man Ro

  8273-8281

  2023-06-26

• CloudLSTM: A Recurrent Neural Model for Spatiotemporal Point-cloud Stream Forecasting

  Chaoyun Zhang, Marco Fiore, Iain Murray, Paul Patras

  10851-10858

  2021-05-18

• Learning Representations for Incomplete Time Series Clustering

  Qianli Ma, Chuxin Chen, Sen Li, Garrison W. Cottrell

  8837-8846

  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

• Sequence Complementor: Complementing Transformers for Time Series Forecasting with Learnable Sequences

  Xiwen Chen, Peijie Qiu, Wenhui Zhu, Huayu Li, Hao Wang, Aristeidis Sotiras, Yalin Wang, Abolfazl Razi

  15913-15921

  2025-04-11

• Classification of Sparse Time Series via Supervised Matrix Factorization

  Josif Grabocka, Alexandros Nanopoulos, Lars Schmidt-Thieme

  929-934

  2021-09-20