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• ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting

  Jiaqi Xue, Hongji Dong, Yucen Gao, Xiaofeng Gao, Guihai Chen

  27432-27440

  2026-03-14

• Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting

  Yanhong Li, Jack Xu, David Anastasiu

  171-179

  2024-03-25

• AEC-GAN: Adversarial Error Correction GANs for Auto-Regressive Long Time-Series Generation

  Lei Wang, Liang Zeng, Jian Li

  10140-10148

  2023-06-26

• 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

• HMformer: Unleashing Transformer’s Potential for Time Series Forecasting via Hierarchical Multi-Scale Modeling

  Renjun Huang, Han Xiao, Bingqing Li, Baili Zhang, Jianhua Lyu

  22012-22020

  2026-03-14

• Hierarchical Classification Auxiliary Network for Time Series Forecasting

  Yanru Sun, Zongxia Xie, Dongyue Chen, Emadeldeen Eldele, Qinghua Hu

  20743-20751

  2025-04-11

• HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting

  Qihe Huang, Lei Shen, Ruixin Zhang, Jiahuan Cheng, Shouhong Ding, Zhengyang Zhou, Yang Wang

  12608-12616

  2024-03-24

• Spatio-Temporal Meta-Graph Learning for Traffic Forecasting

  Renhe Jiang, Zhaonan Wang, Jiawei Yong, Puneet Jeph, Quanjun Chen, Yasumasa Kobayashi, Xuan Song, Shintaro Fukushima, Toyotaro Suzumura

  8078-8086

  2023-06-26

• Simplifying Control Mechanism in Text-to-Image Diffusion Models

  Zhida Feng, Li Chen, Yuenan Sun, Jiaxiang Liu, Shikun Feng

  3013-3021

  2025-04-11

• Sparse-Scale Transformer with Bidirectional Awareness for Time Series Forecasting

  Ying Liu, Bo Liu, Sheng Huang, Gang Luo, Wenbo Hu, Meng Wang, Richang Hong

  23899-23907

  2026-03-14

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

  Peiwang Tang, Weitai Zhang

  12640-12648

  2025-04-11

• SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification

  Rundong Zuo, Guozhong Li, Byron Choi, Sourav S Bhowmick, Daphne Ngar-yin Mah, Grace L.H. Wong

  11497-11505

  2023-06-26

• Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting

  Wei Fan, Pengyang Wang, Dongkun Wang, Dongjie Wang, Yuanchun Zhou, Yanjie Fu

  7522-7529

  2023-06-26

• Alignment-Enriched Tuning for Patch-Level Pre-trained Document Image Models

  Lei Wang, Jiabang He, Xing Xu, Ning Liu, Hui Liu

  2590-2598

  2023-06-26

• Generalized Value Iteration Networks:Life Beyond Lattices

  Sufeng Niu, Siheng Chen, Hanyu Guo, Colin Targonski, Melissa Smith, Jelena Kovačević

  2018-04-26

• NHITS: Neural Hierarchical Interpolation for Time Series Forecasting

  Cristian Challu, Kin G. Olivares, Boris N. Oreshkin, Federico Garza Ramirez, Max Mergenthaler Canseco, Artur Dubrawski

  6989-6997

  2023-06-26

• Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series

  Yinjun Wu, Jingchao Ni, Wei Cheng, Bo Zong, Dongjin Song, Zhengzhang Chen, Yanchi Liu, Xuchao Zhang, Haifeng Chen, Susan B Davidson

  651-659

  2021-05-18

• ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification

  Guozhong Li, Byron Choi, Jianliang Xu, Sourav S Bhowmick, Kwok-Pan Chun, Grace Lai-Hung Wong

  8375-8383

  2021-05-18

• Data Poisoning Attacks against Autoregressive Models

  Scott Alfeld, Xiaojin Zhu, Paul Barford

  2016-02-21

• Regularization in Hierarchical Time Series Forecasting with Application to Electricity Smart Meter Data

  Souhaib Ben Taieb, Jiafan Yu, Mateus Barreto, Ram Rajagopal

  2017-02-12

• 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

• Reinforcement Learning Based Dynamic Model Combination for Time Series Forecasting

  Yuwei Fu, Di Wu, Benoit Boulet

  6639-6647

  2022-06-28

• Local Discriminant Hyperalignment for Multi-Subject fMRI Data Alignment

  Muhammad Yousefnezhad, Daoqiang Zhang

  2017-02-10

• A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data

  Marzyeh Ghassemi, Marco Pimentel, Tristan Naumann, Thomas Brennan, David Clifton, Peter Szolovits, Mengling Feng

  2015-02-10

• Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

  Haoyi Zhou, Shanghang Zhang, Jieqi Peng, Shuai Zhang, Jianxin Li, Hui Xiong, Wancai Zhang

  11106-11115

  2021-05-18