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Only the Curve Shape Matters: Training Foundation Models for Zero-Shot
  Multivariate Time Series Forecasting through Next Curve Shape Prediction

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
ArXivPDFHTML

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
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
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
30
1
0
09 Apr 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey
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
108
0
21 Mar 2024
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting
Samuel Dooley
Gurnoor Singh Khurana
Chirag Mohapatra
Siddartha Naidu
Colin White
AI4TS
79
56
0
03 Nov 2023
Informer: Beyond Efficient Transformer for Long Sequence Time-Series
  Forecasting
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
3,799
0
14 Dec 2020
1