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2402.07570
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Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction
12 February 2024
Cheng Feng
Long Huang
Denis Krompass
AI4TS
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Papers citing
"Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction"
5 / 5 papers shown
Title
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model
Jiexia Ye
Weiqi Zhang
Ke Yi
Yongzi Yu
Ziyue Li
Jia Li
Fugee Tsung
AI4TS
AI4CE
43
23
0
03 May 2024
The impact of data set similarity and diversity on transfer learning success in time series forecasting
Claudia Ehrig
Benedikt Sonnleitner
Ursula Neumann
Catherine Cleophas
Germain Forestier
AI4TS
35
1
0
09 Apr 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey
Yuxuan Liang
Haomin Wen
Yuqi Nie
Yushan Jiang
Ming Jin
Dongjin Song
Shirui Pan
Qingsong Wen
AI4TS
AI4CE
87
112
0
21 Mar 2024
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting
Samuel Dooley
Gurnoor Singh Khurana
Chirag Mohapatra
Siddartha Naidu
Colin White
AI4TS
79
58
0
03 Nov 2023
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
Haoyi Zhou
Shanghang Zhang
J. Peng
Shuai Zhang
Jianxin Li
Hui Xiong
Wan Zhang
AI4TS
167
3,855
0
14 Dec 2020
1