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"

50 / 68 papers shown

Title
A Set-Sequence Model for Time Series Elliot L. Epstein Apaar Sadhwani Kay Giesecke AI4TS BDL 5 0 0 16 May 2025
Foundation Models Knowledge Distillation For Battery Capacity Degradation Forecast Joey Chan Zhen Chen Ershun Pan 24 0 0 13 May 2025
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain Wenzhen Yue Y. Liu Haoxuan Li Hao Wang Xianghua Ying Ruohao Guo Bowei Xing Ji Shi AI4TS OOD 31 0 0 12 May 2025
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 44 0 0 23 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
ms-Mamba: Multi-scale Mamba for Time-Series Forecasting Yusuf Meric Karadag Sinan Kalkan Ipek Gursel Dino Mamba AI4TS AI4CE 52 0 0 10 Apr 2025
Temporal Gaussian Copula For Clinical Multivariate Time Series Data Imputation Ye Su Hezhe Qiao Di Wu Yuwen Chen Lin Chen 31 0 0 03 Apr 2025
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks Thomas Bailie Yun Sing Koh S. Karthik Mukkavilli V. Vetrova AI4TS 48 0 0 01 Apr 2025
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting Liang Yu Lai Tu Xiang Bai AI4TS 54 0 0 11 Mar 2025
Patch-wise Structural Loss for Time Series Forecasting Dilfira Kudrat Zongxia Xie Yanru Sun Tianyu Jia Q. Hu AI4TS 135 0 0 02 Mar 2025
Efficient Time Series Forecasting via Hyper-Complex Models and Frequency Aggregation Eyal Yakir Dor Tsur H. Permuter AI4TS 66 0 0 27 Feb 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 45 0 0 25 Feb 2025
TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation Juntong Ni Z. Liu Shiyu Wang Ming Jin Wei-dong Jin AI4TS 36 1 0 24 Feb 2025
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 44 0 0 24 Feb 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs Yuanyuan Xu Wenjie Zhang Xuemin Lin Y. Zhang AI4TS 39 0 0 23 Feb 2025
HADL Framework for Noise Resilient Long-Term Time Series Forecasting Aditya Dey Jonas Kusch Fadi Al Machot AI4TS 39 0 0 14 Feb 2025
Progressive Supervision via Label Decomposition: An Long-Term and Large-Scale Wireless Traffic Forecasting Method Daojun Liang Haixia Zhang Dongfeng Yuan AI4TS 38 0 0 09 Jan 2025
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 74 0 0 04 Dec 2024
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain Zhengnan Li Haoxuan Li Hao Wang Jun Fang Duoyin Li Yunxiao Qin AI4TS 168 0 0 02 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
Act Now: A Novel Online Forecasting Framework for Large-Scale Streaming Data Daojun Liang Haixia Zhang Jing Wang Dongfeng Yuan Minggao Zhang AI4TS 84 0 0 28 Nov 2024
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 162 0 0 26 Nov 2024
FilterNet: Harnessing Frequency Filters for Time Series Forecasting Kun Yi Jingru Fei Qi Zhang Hui He Shufeng Hao Defu Lian Wei Fan AI4TS 46 8 0 03 Nov 2024
Text2Freq: Learning Series Patterns from Text via Frequency Domain Ming-Chih Lo Ching Chang Wen-Chih Peng AI4TS 29 0 0 01 Nov 2024
Retrieval-Augmented Diffusion Models for Time Series Forecasting Jingwei Liu Ling Yang Hongyan Li Shenda Hong DiffM AI4TS 29 4 0 24 Oct 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 26 0 0 07 Oct 2024
FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting Xihao Piao Zheng Chen Yushun Dong Yasuko Matsubara Yasushi Sakurai OOD AI4TS 21 0 0 02 Oct 2024
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting Weiwei Ye Songgaojun Deng Qiaosha Zou Ning Gui AI4TS 31 5 0 30 Sep 2024
Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Chengsen Wang Qi Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Jianxin Liao AI4TS 26 8 0 27 Sep 2024
Spatiotemporal Covariance Neural Networks Andrea Cavallo Mohammad Sabbaqi Elvin Isufi 29 3 0 16 Sep 2024
VE: Modeling Multivariate Time Series Correlation with Variate Embedding Shangjiong Wang Zhihong Man Zhengwei Cao Jinchuan Zheng Zhikang Ge AI4TS 28 1 0 10 Sep 2024
Automated Data Augmentation for Few-Shot Time Series Forecasting: A Reinforcement Learning Approach Guided by a Model Zoo Haochen Yuan Xuelin Li Yunbo Wang Yunbo Wang AI4TS 32 0 0 10 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
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen.Hanting Chen Hanting Chen Hailin Hu AI4TS 37 0 0 15 Jul 2024
Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting Wei Fan Kun Yi Hangting Ye Zhiyuan Ning Qi Zhang Ning An AI4TS 46 8 0 29 Jun 2024
Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking Xi Chen Chuan Qin Chuyu Fang Chao Wang Chen Zhu Fuzhen Zhuang Hengshu Zhu Hui Xiong 34 3 0 17 Jun 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis Haoxin Liu Shangqing Xu Zhiyuan Zhao Lingkai Kong Harshavardhan Kamarthi ... Megha Sharma Jiaming Cui Qingsong Wen Chao Zhang B. Aditya Prakash AI4TS 40 4 0 12 Jun 2024
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting Yuxuan Shu Vasileios Lampos AI4TS AI4CE 60 0 0 11 Jun 2024
MLIP: Efficient Multi-Perspective Language-Image Pretraining with Exhaustive Data Utilization Yu Zhang Qi Zhang Zixuan Gong Yiwei Shi Yepeng Liu ... Ke Liu Kun Yi Wei Fan Liang Hu Changwei Wang CLIP VLM 53 3 0 03 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 37 14 0 30 May 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
FTMixer: Frequency and Time Domain Representations Fusion for Time Series Modeling Zhengnan Li Yunxiao Qin Xilong Cheng Yuting Tan AI4TS 60 3 0 24 May 2024
FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting Ruiqi Li Maowei Jiang Kai-Ming Wang Kaiduo Feng Quangao Liu Yue Sun Xiufang Zhou AI4TS 35 1 0 22 May 2024
Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven Dandan Zhang Zhiqiang Zhang Nanguang Chen Yun Wang AI4TS 40 0 0 20 May 2024
AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis Han Yu Peikun Guo Akane Sano AI4TS 27 0 0 17 May 2024
Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting Nannan Bian Minhong Zhu Li Chen Weiran Cai 18 0 0 06 May 2024
Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey Chen Shao Elias Giacoumidis Syed Moktacim Billah Shi Li Jialei Li Prashasti Sahu Andre Richter Tobias Kaefer Michael Faerber AI4TS 27 0 0 02 May 2024
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion Lu Han Xu-Yang Chen Han-Jia Ye De-Chuan Zhan AI4TS 33 23 0 22 Apr 2024
ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting Hengyu Ye Jiadong Chen Shijin Gong Fuxin Jiang Tieying Zhang Jianjun Chen Xiaofeng Gao AI4TS 29 2 0 08 Apr 2024
From Similarity to Superiority: Channel Clustering for Time Series Forecasting Jialin Chen J. E. Lenssen Aosong Feng Weihua Hu Matthias Fey Leandros Tassiulas J. Leskovec Rex Ying AI4TS 34 10 0 31 Mar 2024