SSDNet: State Space Decomposition Neural Network for Time Series
Forecasting

SSDNet: State Space Decomposition Neural Network for Time Series Forecasting

19 December 2021

Papers citing "SSDNet: State Space Decomposition Neural Network for Time Series Forecasting"

12 / 12 papers shown

Title
Interpretable Spatial-Temporal Fusion Transformers: Multi-Output Prediction for Parametric Dynamical Systems with Time-Varying Inputs Shuwen Sun Lihong Feng P. Benner 47 0 0 01 May 2025
Conformal time series decomposition with component-wise exchangeability Derck W. E. Prinzhorn Thijmen Nijdam Putri A. van der Linden Alexander Timans 41 2 0 24 Jun 2024
XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation Du Yin Hao Xue Arian Prabowo Shuang Ao Flora Salim AI4TS 29 0 0 18 Jun 2024
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting Aobo Liang Xingguo Jiang Y. Sun Xiaohou Shi Ke Li AI4TS Mamba 26 5 0 24 Apr 2024
Hybrid Quantum-inspired Resnet and Densenet for Pattern Recognition with Completeness Analysis Andi Chen Hua‐Lei Yin Zeng-Bing Chen Shengjun Wu 34 0 0 09 Mar 2024
A Systematic Review for Transformer-based Long-term Series Forecasting Liyilei Su Xumin Zuo Rui Li Xin Wang Heng Zhao Bingding Huang AI4TS 34 4 0 31 Oct 2023
AMLNet: Adversarial Mutual Learning Neural Network for Non-AutoRegressive Multi-Horizon Time Series Forecasting Yang Lin AI4TS 28 0 0 30 Oct 2023
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Du Yin Yezhou Yang Xuan Song Ivor W. Tsang BDL AI4TS 32 15 0 22 May 2023
Improving Accuracy Without Losing Interpretability: A ML Approach for Time Series Forecasting Yiqi Sun Zheng Shi Jianshen Zhang Yongzhi Qi Hao Hu Zuo-jun Shen AI4TS 16 0 0 13 Dec 2022
Probabilistic Decomposition Transformer for Time Series Forecasting Junlong Tong Liping Xie Wankou Yang Kanjian Zhang AI4TS 22 5 0 31 Oct 2022
Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting Longyuan Li Junchi Yan Xiaokang Yang Yaohui Jin OOD BDL AI4TS 37 60 0 31 Jan 2021
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