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2211.14730
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A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
27 November 2022
Yuqi Nie
Nam H. Nguyen
Phanwadee Sinthong
Jayant Kalagnanam
AIFin
AI4TS
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Papers citing
"A Time Series is Worth 64 Words: Long-term Forecasting with Transformers"
36 / 236 papers shown
Title
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Tao Zhu
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79
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13 Mar 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
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Hang Guo
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Shu-Tao Xia
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170
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12 Mar 2024
MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process
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Yueying Wu
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0
09 Mar 2024
tsGT: Stochastic Time Series Modeling With Transformer
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Witold Drzewakowski
Mateusz Olko
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Lukasz Maziarka
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08 Mar 2024
UNITS: A Unified Multi-Task Time Series Model
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Teddy Koker
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Thomas Hartvigsen
Theodoros Tsiligkaridis
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119
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0
29 Feb 2024
Right on Time: Revising Time Series Models by Constraining their Explanations
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105
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Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators
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Hui Xiong
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248
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0
30 Jan 2024
Take an Irregular Route: Enhance the Decoder of Time-Series Forecasting Transformer
Li Shen
Yuning Wei
Yangzhu Wang
Huaxin Qiu
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51
7
0
10 Dec 2023
TimeDRL: Disentangled Representation Learning for Multivariate Time-Series
Ching Chang
Chiao-Tung Chan
Wei-Yao Wang
Wenjie Peng
Tien-Fu Chen
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103
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Large Pre-trained time series models for cross-domain Time series analysis tasks
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B. A. Prakash
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119
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0
19 Nov 2023
Reinforcement Learning with Maskable Stock Representation for Portfolio Management in Customizable Stock Pools
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Yilei Zhao
Shuo Sun
Jie Ying
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Zitao Song
Xinrun Wang
Bo An
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112
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0
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A Systematic Review for Transformer-based Long-term Series Forecasting
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Xumin Zuo
Rui Li
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Heng Zhao
Bingding Huang
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78
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0
31 Oct 2023
A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis
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Sizhe Song
Weipeng Zhuo
Guanyao Li
Yang Liu
S.-H. Gary Chan
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107
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0
18 Oct 2023
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting
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Haixu Wu
Shiyu Wang
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170
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0
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Performative Time-Series Forecasting
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Alexander Rodríguez
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89
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Robustifying State-space Models for Long Sequences via Approximate Diagonalization
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0
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Astroconformer: The Prospects of Analyzing Stellar Light Curves with Transformer-Based Deep Learning Models
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26
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0
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Leveraging Herpangina Data to Enhance Hospital-level Prediction of Hand-Foot-and-Mouth Disease Admissions Using UPTST
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53
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0
26 Sep 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series
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Hongyan Li
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0
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Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach
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Xiaoxu Chen
Lijun Sun
Hongyu Yang
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0
02 Aug 2023
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V. Huynh
Hyung-Jeong Yang
M. Zaheer
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78
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0
31 Jul 2023
U-shaped Transformer: Retain High Frequency Context in Time Series Analysis
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74
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AQuA: A Benchmarking Tool for Label Quality Assessment
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0
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Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series
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62
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0
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Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations
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Louis Serrano
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94
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79
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0
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Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors
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Chenyu Li
Jianmin Wang
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99
121
0
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Mlinear: Rethink the Linear Model for Time-series Forecasting
Wei Li
Xiangxu Meng
Chuhao Chen
Jianing Chen
AI4TS
58
6
0
08 May 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling
Jiaxiang Dong
Haixu Wu
Haoran Zhang
Li Zhang
Jianmin Wang
Mingsheng Long
AI4TS
142
94
0
02 Feb 2023
TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting
Hyunwoo Lee
Chunggi Lee
H. Lim
Sungahn Ko
AI4TS
46
3
0
26 Oct 2022
DynaConF: Dynamic Forecasting of Non-Stationary Time Series
Siqi Liu
Andreas M. Lehrmann
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72
2
0
17 Sep 2022
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