ResearchTrend.AI
  • Communities
  • Connect sessions
  • AI calendar
  • Organizations
  • Join Slack
  • Contact Sales
Papers
Communities
Social Events
Terms and Conditions
Pricing
Contact Sales
Parameter LabParameter LabTwitterGitHubLinkedInBlueskyYoutube

© 2026 ResearchTrend.AI, All rights reserved.

  1. Home
  2. Papers
  3. 2402.12694
  4. Cited By
Revitalizing Multivariate Time Series Forecasting: Learnable
  Decomposition with Inter-Series Dependencies and Intra-Series Variations
  Modeling
v1v2v3v4v5 (latest)

Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling

20 February 2024
Guoqi Yu
Jing Zou
Xiaowei Hu
Angelica I. Aviles-Rivero
Jing Qin
Shujun Wang
    AI4TS
ArXiv (abs)PDFHTML

Papers citing "Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling"

25 / 25 papers shown
EMAformer: Enhancing Transformer through Embedding Armor for Time Series Forecasting
EMAformer: Enhancing Transformer through Embedding Armor for Time Series Forecasting
Zhiwei Zhang
Xinyi Du
Xuanchi Guo
Weihao Wang
Wenjuan Han
AI4TS
104
0
0
11 Nov 2025
Ada-FCN: Adaptive Frequency-Coupled Network for fMRI-Based Brain Disorder Classification
Ada-FCN: Adaptive Frequency-Coupled Network for fMRI-Based Brain Disorder ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Yue Xun
Jiaxing Xu
Wenbo Gao
Chen Yang
Shujun Wang
149
0
0
06 Nov 2025
Inner-Instance Normalization for Time Series Forecasting
Inner-Instance Normalization for Time Series Forecasting
Zipo Jibao
Yingyi Fu
Xinyang Chen
Guoting Chen
AI4TSOOD
101
0
0
09 Oct 2025
Echo Flow Networks
Echo Flow Networks
Hongbo Liu
Jia Xu
AI4TS
184
0
0
28 Sep 2025
Why Attention Fails: The Degeneration of Transformers into MLPs in Time Series Forecasting
Why Attention Fails: The Degeneration of Transformers into MLPs in Time Series Forecasting
Zida Liang
Jiayi Zhu
Weiqiang Sun
AI4TS
72
2
0
25 Sep 2025
Bridging Past and Future: Distribution-Aware Alignment for Time Series Forecasting
Bridging Past and Future: Distribution-Aware Alignment for Time Series Forecasting
Yifan Hu
Jie Yang
Tian Zhou
Peiyuan Liu
Yujin Tang
Rong Jin
Liang Sun
AI4TSOOD
146
3
0
17 Sep 2025
Dynamic Relational Priming Improves Transformer in Multivariate Time Series
Dynamic Relational Priming Improves Transformer in Multivariate Time Series
Hunjae Lee
Corey Clark
AI4TS
116
0
0
15 Sep 2025
Filter then Attend: Improving attention-based Time Series Forecasting with Spectral Filtering
Filter then Attend: Improving attention-based Time Series Forecasting with Spectral Filtering
Elisha Dayag
Nhat Tran
Jack Xin
AI4TS
120
0
0
27 Aug 2025
HGTS-Former: Hierarchical HyperGraph Transformer for Multivariate Time Series Analysis
HGTS-Former: Hierarchical HyperGraph Transformer for Multivariate Time Series Analysis
Xiao Wang
Hao Si
Fan Zhang
Xiaoya Zhou
Dengdi Sun
Wanli Lyu
Qingquan Yang
Jin Tang
AI4TS
382
1
0
04 Aug 2025
Improving Time Series Forecasting via Instance-aware Post-hoc Revision
Improving Time Series Forecasting via Instance-aware Post-hoc Revision
Zhiding Liu
Mingyue Cheng
Guanhao Zhao
Jiqian Yang
Qi Liu
Tong Xu
AI4TS
355
1
0
29 May 2025
HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting
Boyuan Li
Yicheng Luo
Zhen Liu
Junhao Zheng
Jianming Lv
Qianli Ma
AI4TS
190
2
0
23 May 2025
Temporal Query Network for Efficient Multivariate Time Series Forecasting
Temporal Query Network for Efficient Multivariate Time Series Forecasting
Shengsheng Lin
Haojun Chen
Haijie Wu
Chunyun Qiu
Weiwei Lin
AI4TS
266
10
0
19 May 2025
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model
Xiannan Huang
Shuhan Qiu
AI4TS
353
0
0
13 May 2025
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain
Wenzhen Yue
Wenshu Fan
Haoxuan Li
Hao Wang
Xianghua Ying
Ruohao Guo
Bowei Xing
Ji Shi
AI4TSOOD
341
8
0
12 May 2025
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series ForecastingInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Minhyuk Lee
HyeKyung Yoon
MyungJoo Kang
AI4TS
289
2
0
04 May 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting
CITRAS: Covariate-Informed Transformer for Time Series Forecasting
Yosuke Yamaguchi
Issei Suemitsu
Wenpeng Wei
AI4TS
452
2
0
31 Mar 2025
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting
Liang Yu
Lai Tu
Xiang Bai
AI4TS
229
0
0
11 Mar 2025
Patch-wise Structural Loss for Time Series Forecasting
Patch-wise Structural Loss for Time Series Forecasting
Dilfira Kudrat
Zongxia Xie
Yanru Sun
Tianyu Jia
Q. Hu
AI4TS
972
13
0
02 Mar 2025
ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting
ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting
Guoqi Yu
Yaoming Li
Juncheng Wang
Xiaoyu Guo
Angelica I. Aviles-Rivero
Tong Yang
Shujun Wang
AI4TS
376
3
0
24 Feb 2025
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series ForecastingInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Wenzhen Yue
Yixiao Liu
Xianghua Ying
Bowei Xing
Ruohao Guo
Ji Shi
AI4TS
181
8
0
23 Jan 2025
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting
Guoqi Yu
Yaoming Li
Xiaoyu Guo
Dayu Wang
Zirui Liu
Shujun Wang
Tong Yang
AI4TS
945
2
0
22 Oct 2024
Automated Detection of Defects on Metal Surfaces using Vision
  Transformers
Automated Detection of Defects on Metal Surfaces using Vision TransformersInternational Conference on Informatics in Control, Automation and Robotics (ICINCO), 2024
Toqa Alaa
Mostafa Kotb
Arwa Zakaria
Mariam Diab
Walid Gomaa
330
16
0
06 Oct 2024
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge
  Graph Question Answering
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Yu Zhang
Kehai Chen
Xuefeng Bai
zhao kang
Quanjiang Guo
Min Zhang
300
16
0
02 Oct 2024
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic
  Patterns
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic PatternsNeural Information Processing Systems (NeurIPS), 2024
Shengsheng Lin
Weiwei Lin
Xinyi Hu
Wentai Wu
Ruichao Mo
Haocheng Zhong
AI4TS
295
91
0
27 Sep 2024
UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies
  for Multivariate Time Series Forecasting
UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting
Juncheng Liu
Chenghao Liu
Gerald Woo
Yiwei Wang
Bryan Hooi
Caiming Xiong
Doyen Sahoo
AI4TS
160
12
0
07 Jun 2024
1