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"

50 / 344 papers shown

Title
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model Xiannan Huang Shuhan Qiu AI4TS 9 0 0 13 May 2025
Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism Ruichu Cai Kaitao Zheng Junxian Huang Zijian Li Zhengming Chen Boyan Xu Zhifeng Hao AI4TS CML 16 0 0 12 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo B. Li Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 21 0 0 11 May 2025
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng L. Zhang Zimu Zhou Yongxin Tong AI4TS 18 0 0 09 May 2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting Weiwei Ye Zhuopeng Xu Ning Gui DiffM 46 0 0 07 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan Ö. Arik Jinsung Yoon AI4TS 21 0 0 07 May 2025
STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting Y. Wang Xiaofeng Hu Xiaojian Cui Kai Wang AI4TS 19 0 0 07 May 2025
Physics-inspired Energy Transition Neural Network for Sequence Learning Zhou Wu Junyi An Baile Xu F. Shen Jian Zhao PINN 15 0 0 06 May 2025
SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting Shiwei Guo Z. Chen Yupeng Ma Yunfei Han Yi Wang AI4TS 41 0 0 05 May 2025
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 49 0 0 04 May 2025
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting Minhyuk Lee HyeKyung Yoon MyungJoo Kang AI4TS 21 0 0 04 May 2025
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation Chenxi Liu Hao Miao Qianxiong Xu Shaowen Zhou Cheng Long Yan Zhao Ziyue Li Rui Zhao AI4TS 29 1 0 04 May 2025
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting Chengsen Wang Q. Qi J. Wang Haifeng Sun Zirui Zhuang J. Liao AI4TS 42 0 0 01 May 2025
Rethinking Time Encoding via Learnable Transformation Functions Xi Chen Yateng Tang Jiarong Xu Jiawei Zhang Siwei Zhang Sijia Peng Xuehao Zheng Yun Xiong AI4TS 47 0 0 01 May 2025
Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations Yu-Hsiang Lan Anton Alyakin AI4TS 21 0 0 01 May 2025
Frequency Feature Fusion Graph Network For Depression Diagnosis Via fNIRS Chengkai Yang Xingping Dong Xiaofen Zong 21 0 0 29 Apr 2025
TAMO:Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data Qi. Wang Xiao Zhang Mingyi Li Yuan Yuan Mengbai Xiao Fuzhen Zhuang Dongxiao Yu 24 0 0 29 Apr 2025
Generalised Label-free Artefact Cleaning for Real-time Medical Pulsatile Time Series Xuhang Chen Ihsane Olakorede Stefan Yu Bögli Wenhao Xu Erta Beqiri ... Chenyu Tang Zeyu Gao Shuo Gao A. Ercole P. Smielewski OOD 49 0 0 29 Apr 2025
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Robert Leppich Michael Stenger Daniel Grillmeyer Vanessa Borst Samuel Kounev AI4TS AI4CE 59 0 0 26 Apr 2025
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation Bowen Deng Chang Xu H. Li Yuhao Huang Min Hou Jiang Bian MedIm 33 0 0 24 Apr 2025
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 35 0 0 23 Apr 2025
A Deep Learning Framework for Sequence Mining with Bidirectional LSTM and Multi-Scale Attention Tao Yang Yu Cheng Yaokun Ren Yujia Lou Minggu Wei Honghui Xin AIMat HAI 45 0 0 21 Apr 2025
M $^2$ AD: Multi-Sensor Multi-System Anomaly Detection through Global Scoring and Calibrated Thresholding Sarah Alnegheimish Zelin He Matthew Reimherr Akash Chandrayan Abhinav Pradhan Luca DÁngelo 24 0 0 21 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 22 0 0 19 Apr 2025
Possibility for Proactive Anomaly Detection Jinsung Jeon Jaehyeon Park Sewon Park Jeongwhan Choi Minjung Kim Noseong Park AI4TS 19 0 0 15 Apr 2025
MADLLM: Multivariate Anomaly Detection via Pre-trained LLMs Wei Tao Xiaoyang Qu Kai Lu Jiguang Wan Guokuan Li Jianzong Wang 29 0 0 13 Apr 2025
Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion Qisai Liu Zhanhong Jiang Joshua R. Waite Chao Liu Aditya Balu S. Sarkar AI4TS 24 0 0 11 Apr 2025
ms-Mamba: Multi-scale Mamba for Time-Series Forecasting Yusuf Meric Karadag Sinan Kalkan Ipek Gursel Dino Mamba AI4TS AI4CE 45 0 0 10 Apr 2025
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Taibiao Zhao Xiaobing Chen Mingxuan Sun AI4TS 28 0 0 10 Apr 2025
PatchTrAD: A Patch-Based Transformer focusing on Patch-Wise Reconstruction Error for Time Series Anomaly Detection Samy-Melwan Vilhes Gilles Gasso Mokhtar Z. Alaya AI4TS 21 0 0 10 Apr 2025
TSP-OCS: A Time-Series Prediction for Optimal Camera Selection in Multi-Viewpoint Surgical Video Analysis Xinyu Liu Xiaoguang Lin Xiang Liu Yong Yang H. Wang Qilong Sun 27 0 0 09 Apr 2025
From Text to Time? Rethinking the Effectiveness of the Large Language Model for Time Series Forecasting Xinyu Zhang Shanshan Feng Xutao Li AI4TS 24 0 0 09 Apr 2025
MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling Ronghui Zhang Wenbin Xing Mengran Li Zihan Wang Junzhou Chen Xiaolei Ma Zhiyuan Liu Zhengbing He AI4TS 20 0 0 08 Apr 2025
DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework Xintong Wang Haihan Nan Ruidong Li Huaming Wu AI4TS 16 0 0 04 Apr 2025
VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection Sinchee Chin Fan Zhang Xiaochen Yang Jing-Hao Xue Wenming Yang Peng Jia Guijin Wang Luo Yingqun AI4TS 43 0 0 03 Apr 2025
UniFault: A Fault Diagnosis Foundation Model from Bearing Data Emadeldeen Eldele Mohamed Ragab Xu Qing Edward Zhenghua Chen Min Wu X. Li Jay Lee AI4CE 31 0 0 02 Apr 2025
SeizureTransformer: Scaling U-Net with Transformer for Simultaneous Time-Step Level Seizure Detection from Long EEG Recordings Kerui Wu Ziyue Zhao Bülent Yener ViT 39 0 0 01 Apr 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting Yosuke Yamaguchi Issei Suemitsu Wenpeng Wei AI4TS 40 0 0 31 Mar 2025
Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting Reza Nematirad Anil Pahwa Balasubramaniam Natarajan AI4TS 35 1 0 31 Mar 2025
SPDNet: Seasonal-Periodic Decomposition Network for Advanced Residential Demand Forecasting Reza Nematirad Anil Pahwa Balasubramaniam Natarajan AI4TS 34 1 0 28 Mar 2025
Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms Ninghui Feng Songning Lai Xin Zhou Jiayu Yang Kunlong Feng ... Zhangyi Hu Yutao Yue Yuxuan Liang Boyu Wang Hang Zhao AI4TS 44 0 0 25 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuning Yuze Li Wei Zhu AI4TS 67 0 0 21 Mar 2025
Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Jiexia Ye Weiqi Zhang Z. Li J. Li Fugee Tsung MedIm 36 0 0 19 Mar 2025
Augmented Invertible Koopman Autoencoder for long-term time series forecasting Anthony Frion Lucas Drumetz M. Dalla Mura Guillaume Tochon Abdeldjalil Aissa El Bey AI4TS 46 0 0 17 Mar 2025
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 46 0 0 11 Mar 2025
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting Liang Yu Lai Tu Xiang Bai AI4TS 51 0 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 48 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 41 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 56 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 39 0 0 10 Mar 2025