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
Retrieval-Augmented Diffusion Models for Time Series Forecasting Jingwei Liu Ling Yang Hongyan Li Shenda Hong DiffM AI4TS 16 4 0 24 Oct 2024
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories Maurice Kraus Felix Divo D. Dhami Kristian Kersting AI4TS 20 2 0 22 Oct 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 35 0 0 22 Oct 2024
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li X. Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 38 8 0 21 Oct 2024
UniMTS: Unified Pre-training for Motion Time Series Xiyuan Zhang Diyan Teng Ranak Roy Chowdhury Shuheng Li Dezhi Hong Rajesh K. Gupta Jingbo Shang AI4TS 16 3 0 18 Oct 2024
ArrivalNet: Predicting City-wide Bus/Tram Arrival Time with Two-dimensional Temporal Variation Modeling Zirui Li Patrick Wolf Meng Wang AI4TS 16 0 0 17 Oct 2024
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 21 0 0 16 Oct 2024
Leveraging Intra-Period and Inter-Period Features for Enhanced Passenger Flow Prediction of Subway Stations Xiannan Huang Chao Yang Quan Yuan AI4TS 16 0 0 16 Oct 2024
Towards Neural Scaling Laws for Time Series Foundation Models Qingren Yao Chao-Han Huck Yang Renhe Jiang Yuxuan Liang Ming Jin Shirui Pan AI4TS AI4CE 40 6 0 16 Oct 2024
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 59 12 0 16 Oct 2024
FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen Bin Yang AI4TS 39 8 0 15 Oct 2024
UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba Li Wu Wenbin Pei Jiulong Jiao Qiang Zhang Mamba AI4TS 14 2 0 15 Oct 2024
Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts Xu Liu Juncheng Liu Gerald Woo Taha Aksu Yuxuan Liang Roger Zimmermann Chenghao Liu Silvio Savarese Caiming Xiong Doyen Sahoo AI4TS 17 11 0 14 Oct 2024
SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition Zechen Li Shohreh Deldari Linyao Chen Hao Xue Flora D. Salim 34 6 0 14 Oct 2024
Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift Yanru Sun Zongxia Xie Emadeldeen Eldele Dongyue Chen Q. Hu Min-man Wu AI4TS 23 1 0 13 Oct 2024
Generalizable autoregressive modeling of time series through functional narratives Ran Liu Wenrui Ma Ellen L. Zippi Hadi Pouransari Jingyun Xiao ... Behrooz Mahasseni Juri Minxha Erdrin Azemi Eva L. Dyer Ali Moin AI4TS 25 0 0 10 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 20 1 0 09 Oct 2024
Stochastic Sparse Sampling: A Framework for Variable-Length Medical Time Series Classification Xavier Mootoo Alan A. Díaz-Montiel Milad Lankarany Hina Tabassum AI4TS 25 0 0 08 Oct 2024
NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping Yamin Li Ange Lou Ziyuan Xu Shengchao Zhang Shiyu Wang Dario J. Englot Soheil Kolouri Daniel Moyer Roza G. Bayrak Catie Chang 16 3 0 07 Oct 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 16 0 0 07 Oct 2024
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 29 6 0 07 Oct 2024
Automated Detection of Defects on Metal Surfaces using Vision Transformers Toqa Alaa Mostafa Kotb Arwa Zakaria Mariam Diab Walid Gomaa 18 1 0 06 Oct 2024
From Incomplete Coarse-Grained to Complete Fine-Grained: A Two-Stage Framework for Spatiotemporal Data Reconstruction Ziyu Sun Haoyang Su E. Wang Funing Yang Yongjian Yang Wenbin Liu AI4TS DiffM 24 0 0 05 Oct 2024
Multi-Step Time Series Inference Agent for Reasoning and Automated Task Execution Wen Ye Yizhou Zhang Wei Yang Lumingyuan Tang Defu Cao Jie Cai Yan Liu BDL CoGe AI4TS 24 2 0 05 Oct 2024
Metadata Matters for Time Series: Informative Forecasting with Transformers Jiaxiang Dong Haixu Wu Yuxuan Wang Li Zhang Jianmin Wang Mingsheng Long AI4TS 16 0 0 04 Oct 2024
BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Xiao Lin Zhining Liu Dongqi Fu Ruizhong Qiu Hanghang Tong AAML AI4TS 39 0 0 03 Oct 2024
TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis Ziyang Song Qingcheng Lu He Zhu David L. Buckeridge Yue Li AI4TS 25 0 0 03 Oct 2024
MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters Aitian Ma Dongsheng Luo Mo Sha AI4TS 25 1 0 02 Oct 2024
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Aitian Ma Dongsheng Luo Mo Sha AI4TS 18 0 0 02 Oct 2024
FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting Xihao Piao Zheng Chen Yushun Dong Yasuko Matsubara Yasushi Sakurai OOD AI4TS 16 0 0 02 Oct 2024
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting Weiwei Ye Songgaojun Deng Qiaosha Zou Ning Gui AI4TS 29 0 0 30 Sep 2024
A SSM is Polymerized from Multivariate Time Series Haixiang Wu AI4TS 18 0 0 30 Sep 2024
Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts Dalin Qin Yehui Li Weiqi Chen Zhaoyang Zhu Qingsong Wen Liang Sun Pierre Pinson Yi Wang AI4TS 11 0 0 29 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 13 8 0 27 Sep 2024
Treating Brain-inspired Memories as Priors for Diffusion Model to Forecast Multivariate Time Series Muyao Wang Wenchao Chen Zhibin Duan Bo Chen AI4TS DiffM 27 0 0 27 Sep 2024
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Shengsheng Lin Weiwei Lin Xinyi Hu Wentai Wu Ruichao Mo Haocheng Zhong AI4TS 12 13 0 27 Sep 2024
PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting Yuxin Jia Youfang Lin Jing Yu Shuo Wang Tianhao Liu Huaiyu Wan AI4TS 22 1 0 26 Sep 2024
Towards Universal Large-Scale Foundational Model for Natural Gas Demand Forecasting Xinxing Zhou Jiaqi Ye Shubao Zhao Ming Jin Zhaoxiang Hou Chengyi Yang Zengxiang Li Yanlong Wen Xiaojie Yuan AI4TS 21 0 0 24 Sep 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 34 24 0 24 Sep 2024
FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling Enze Shi Kui Zhao Qilong Yuan Jiaqi Wang Huawen Hu Sigang Yu Shu Zhang 14 3 0 19 Sep 2024
Implicit Reasoning in Deep Time Series Forecasting Willa Potosnak Cristian Challu Mononito Goswami Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 35 2 0 17 Sep 2024
A Multi-scenario Attention-based Generative Model for Personalized Blood Pressure Time Series Forecasting Cheng Wan Chenjie Xie Longfei Liu Dan Wu Ye Li AI4TS 14 0 0 07 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 34 1 0 02 Sep 2024
Toward Robust Early Detection of Alzheimer's Disease via an Integrated Multimodal Learning Approach Yifei Chen Shenghao Zhu Zhaojie Fang Chang Liu Binfeng Zou ... Fan Jia Feiwei Qin Jin Fan Yong Peng Changmiao Wang 23 1 0 29 Aug 2024
Variational Mode Decomposition and Linear Embeddings are What You Need For Time-Series Forecasting Hafizh Raihan Kurnia Putra Novanto Yudistira Tirana Noor Fatyanosa AI4TS 16 0 0 28 Aug 2024
Evaluating Credit VIX (CDS IV) Prediction Methods with Incremental Batch Learning Robert Taylor 14 0 0 27 Aug 2024
Channel-wise Influence: Estimating Data Influence for Multivariate Time Series Muyao Wang Zeke Xie Bo Chen AI4TS TDI 26 0 0 27 Aug 2024
Simplified Mamba with Disentangled Dependency Encoding for Long-Term Time Series Forecasting Zixuan Weng Jindong Han Wenzhao Jiang Hao Liu Mamba AI4TS 20 2 0 22 Aug 2024
Partial-Multivariate Model for Forecasting Jaehoon Lee Hankook Lee Sungik Choi Sungjun Cho Moontae Lee AI4TS 23 0 0 19 Aug 2024
ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment Yihe Wang Nadia Mammone Darina Petrovsky Alexandros T. Tzallas Francesco C. Morabito Xiang Zhang MedIm 24 0 0 17 Aug 2024