MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate
Time Series Forecasting

MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting

31 December 2023

Papers citing "MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting"

18 / 18 papers shown

Title
STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting Y. Wang Xiaofeng Hu Xiaojian Cui Kai Wang AI4TS 26 0 0 07 May 2025
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 53 0 0 04 May 2025
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 42 0 0 20 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 32 0 0 19 Apr 2025
Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Weilin Ruan Siru Zhong Haomin Wen Yuxuan Liang AI4TS 74 1 0 16 Feb 2025
MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 79 0 0 02 Dec 2024
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Zongjiang Shang Ling Chen Binqing Wu Dongliang Cui AI4TS AI4CE 31 1 0 31 Oct 2024
Are KAN Effective for Identifying and Tracking Concept Drift in Time Series? Kunpeng Xu Lifei Chen Shengrui Wang AI4TS 26 0 0 13 Oct 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 45 3 0 26 Sep 2024
Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift Hui He Qi Zhang Kun Yi Xiaojun Xue Shoujin Wang Liang Hu Longbin Cao OOD AI4TS 55 0 0 18 Jul 2024
Learning Dynamic Bayesian Networks from Data: Foundations, First Principles and Numerical Comparisons Vyacheslav Kungurtsev Fadwa Idlahcen Petr Rysavý Pavel Rytír Ales Wodecki 50 1 0 25 Jun 2024
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability Kunpeng Xu Lifei Chen Shengrui Wang AI4TS 24 53 0 04 Jun 2024
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks Wanlin Cai Kun Wang Hao Wu Xiaoxu Chen Yuankai Wu AI4TS 19 0 0 28 May 2024
NuwaTS: a Foundation Model Mending Every Incomplete Time Series Jinguo Cheng Chunwei Yang Wanlin Cai Yuxuan Liang Yuankai Wu AI4TS 37 1 0 24 May 2024
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis Mingyue Cheng Jiqian Yang Tingyue Pan Qi Liu Zhi Li AI4TS 31 12 0 03 Mar 2024
MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting Zongjiang Shang Ling Chen AI4TS 32 3 0 17 Jan 2024
Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting G. Liang Prayag Tiwari Sławomir Nowaczyk Stefan Byttner F. Alonso-Fernandez DiffM 39 12 0 16 May 2023
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,876 0 14 Dec 2020