TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

5 October 2022

Yong Liu

Papers citing "TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis"

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Title
LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization Wenzhe Niu Zongxia Xie Yanru Sun Wei He Man Xu Chao Hao AI4TS 50 1 0 11 Mar 2025
TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation Chenghan Li Mingchen Li Ruisheng Diao AI4TS 57 0 0 10 Mar 2025
Enhancing Time Series Forecasting via Logic-Inspired Regularization Jianqi Zhang Jingyao Wang Xingchen Shen Wenwen Qiang AI4TS 49 0 0 10 Mar 2025
FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models Yanlong Wang Jian Xu Tiantian Gao Hongkang Zhang Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 44 0 0 10 Mar 2025
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph Shule Hao Junpeng Bao Chuncheng Lu AI4TS KELM 49 0 0 10 Mar 2025
COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition Baiyu Chen Wilson Wongso Zechen Li Yonchanok Khaokaew Hao Xue Flora D. Salim 61 0 0 10 Mar 2025
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Kanghui Ning Zijie Pan Yu Liu Yushan Jiang J. Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song VLM AI4TS 54 1 0 06 Mar 2025
TimeFound: A Foundation Model for Time Series Forecasting Congxi Xiao Jingbo Zhou Yixiong Xiao Xinjiang Lu Le Zhang Hui Xiong AI4TS 49 0 0 06 Mar 2025
Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMs Haoran Fan Bin Li Yixuan Weng Shoujun Zhou AI4TS 58 0 0 05 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 137 3 0 04 Mar 2025
OIPR: Evaluation for Time-series Anomaly Detection Inspired by Operator Interest Yuhan Jing Yufei Guo Lei Zhang Haifeng Sun Bo He Zirui Zhuang Chengsen Wang Q. Qi Jianxin Liao AI4TS 58 0 0 03 Mar 2025
Patch-wise Structural Loss for Time Series Forecasting Dilfira Kudrat Zongxia Xie Yanru Sun Tianyu Jia Q. Hu AI4TS 141 0 0 02 Mar 2025
TimesBERT: A BERT-Style Foundation Model for Time Series Understanding Haoran Zhang Yong Liu Yunzhong Qiu Haixuan Liu Zhongyi Pei Jianmin Wang Mingsheng Long AI4TS 45 0 0 28 Feb 2025
Are foundation models useful feature extractors for electroencephalography analysis? Özgün Turgut Felix S. Bott Markus Ploner Daniel Rueckert 43 0 0 28 Feb 2025
Atten-Transformer: A Deep Learning Framework for User App Usage Prediction Longlong Li Cunquan Qu Guanghui Wang HAI AI4TS 44 0 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
TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation Juntong Ni Ziqiang Liu Shiyu Wang Ming Jin Wei-dong Jin AI4TS 36 1 0 24 Feb 2025
TabulaTime: A Novel Multimodal Deep Learning Framework for Advancing Acute Coronary Syndrome Prediction through Environmental and Clinical Data Integration Xin Zhang Liangxiu Han Stephen White Saad Hassan Philip A Kalra James Ritchie Carl Diver Jennie Shorley 82 1 0 24 Feb 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang Xiaotian Zhang Jiaheng Liu AI4TS 68 0 0 24 Feb 2025
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 45 0 0 24 Feb 2025
PPGF: Probability Pattern-Guided Time Series Forecasting Yanru Sun Zongxia Xie Haoyu Xing Hualong Yu Q. Hu AI4TS 48 0 0 18 Feb 2025
Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Weilin Ruan Siru Zhong Haomin Wen Yuxuan Liang AI4TS 79 1 0 16 Feb 2025
Harnessing Vision Models for Time Series Analysis: A Survey Jingchao Ni Ziming Zhao ChengAo Shen Hanghang Tong Dongjin Song Wei Cheng Dongsheng Luo Haifeng Chen AI4TS 79 1 0 13 Feb 2025
Investigating Compositional Reasoning in Time Series Foundation Models Willa Potosnak Cristian Challu Mononito Goswami Kin G. Olivares Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 50 0 0 09 Feb 2025
Aero-LLM: A Distributed Framework for Secure UAV Communication and Intelligent Decision-Making Balakrishnan Dharmalingam Rajdeep Mukherjee Brett Piggott Guohuan Feng Anyi Liu 44 1 0 05 Feb 2025
Decision-informed Neural Networks with Large Language Model Integration for Portfolio Optimization Yoontae Hwang Yaxuan Kong Stefan Zohren Yongjae Lee AIFin 50 2 0 02 Feb 2025
LEAD: Large Foundation Model for EEG-Based Alzheimer's Disease Detection Yihe Wang Nan Huang Nadia Mammone Marco Cecchi Xiang Zhang 79 0 0 02 Feb 2025
TimeHF: Billion-Scale Time Series Models Guided by Human Feedback Yongzhi Qi Hao Hu Dazhou Lei Jianshen Zhang Zhengxin Shi Yulin Huang Zhengyu Chen Xiaoming Lin Zuo-jun Shen AI4TS AI4CE 41 1 0 28 Jan 2025
SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting Wenxuan Xie Fanpu Cao AI4TS 48 1 0 28 Jan 2025
DistPred: A Distribution-Free Probabilistic Inference Method for Regression and Forecasting Daojun Liang Haixia Zhang Dongfeng Yuan UQCV 77 0 0 08 Jan 2025
Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Yunshi Wen Tengfei Ma Tsui-Wei Weng Lam M. Nguyen A. Julius AI4TS 39 1 0 08 Jan 2025
Tighnari: Multi-modal Plant Species Prediction Based on Hierarchical Cross-Attention Using Graph-Based and Vision Backbone-Extracted Features Haixu Liu Penghao Jiang Zerui Tao Muyan Wan Qiuzhuang Sun 28 1 0 07 Jan 2025
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis Sabera Talukder Yisong Yue Georgia Gkioxari AI4TS 48 12 0 03 Jan 2025
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry TPM AI4TS 45 0 0 03 Jan 2025
DRDM: A Disentangled Representations Diffusion Model for Synthesizing Realistic Person Images Enbo Huang Yuan Zhang Faliang Huang Guangyu Zhang Yao Liu DiffM 39 0 0 25 Dec 2024
EasyTime: Time Series Forecasting Made Easy Xiangfei Qiu Xiuwen Li Ruiyang Pang Zhicheng Pan X. Wu ... Chengcheng Yang Chenjuan Guo Aoying Zhou Christian S. Jensen Bin Yang AI4TS 64 15 0 23 Dec 2024
Breaking the Context Bottleneck on Long Time Series Forecasting Chao Ma Yikai Hou Xiang Li Yinggang Sun Haining Yu Zhou Fang Jiaxing Qu AI4TS 72 0 0 21 Dec 2024
GG-SSMs: Graph-Generating State Space Models Nikola Zubić Davide Scaramuzza Mamba 93 1 0 17 Dec 2024
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 76 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 180 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
MFF-FTNet: Multi-scale Feature Fusion across Frequency and Temporal Domains for Time Series Forecasting Yangyang Shi Qianqian Ren Yong Liu Jianguo Sun AI4TS 67 0 0 26 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 171 0 0 26 Nov 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis Qiang Wu Gechang Yao Zhixi Feng Shuyuan Yang AI4TS 23 1 0 07 Nov 2024
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 41 2 0 05 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 9 0 03 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang J. Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 45 1 0 03 Nov 2024
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and Benchmarking Pranav Singh Chib Pravendra Singh AI4TS 39 4 0 31 Oct 2024
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Zongjiang Shang Ling Chen Binqing Wu Dongliang Cui AI4TS AI4CE 33 1 0 31 Oct 2024
DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting Zhiding Liu Jiqian Yang Qingyang Mao Yuze Zhao Mingyue Cheng Zhi Li Qi Liu Enhong Chen AI4TS 28 0 0 30 Oct 2024