Frequency-domain MLPs are More Effective Learners in Time Series
Forecasting

Frequency-domain MLPs are More Effective Learners in Time Series Forecasting

10 November 2023

Defu Lian

Papers citing "Frequency-domain MLPs are More Effective Learners in Time Series Forecasting"

13 / 13 papers shown

Title
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 24 0 0 23 Apr 2025
Temporal Gaussian Copula For Clinical Multivariate Time Series Data Imputation Ye Su Hezhe Qiao Di Wu Yuwen Chen Lin Chen 24 0 0 03 Apr 2025
FLARE: A Framework for Stellar Flare Forecasting using Stellar Physical Properties and Historical Records Bingke Zhu Xiaoxiao Wang Minghui Jia Yihan Tao Xiao Kong Ali Luo Yingying Chen Ming Tang J. T. Wang 40 0 0 25 Feb 2025
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Yuang Zhao Tianyu Li Jiadong Chen Shenrong Ye Fuxin Jiang Tieying Zhang Xiaofeng Gao AI4TS 74 0 0 26 Nov 2024
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting Yuxuan Shu Vasileios Lampos AI4TS AI4CE 33 0 0 11 Jun 2024
FTS: A Framework to Find a Faithful TimeSieve Songning Lai Ninghui Feng Haochen Sui Ze Ma Hao Wang Zichen Song Hang Zhao Yutao Yue AI4TS 18 14 0 30 May 2024
FreDF: Learning to Forecast in the Frequency Domain Hao Wang Licheng Pan Zhichao Chen Degui Yang Sen Zhang Yifei Yang Xinggao Liu Haoxuan Li Dacheng Tao AI4TS 46 12 0 04 Feb 2024
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 42 21 0 04 Feb 2023
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures T. Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 87 145 0 04 Jul 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 109 165 0 18 May 2022
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Steven C. H. Hoi AI4TS 105 391 0 03 Feb 2022
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 159 2,327 0 14 Dec 2020
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 226 29,632 0 16 Jan 2013