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Self-Supervised Contrastive Learning for Long-term Forecasting
3 February 2024
Junwoo Park
Daehoon Gwak
Jaegul Choo
Edward Choi
AI4TS
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Papers citing
"Self-Supervised Contrastive Learning for Long-term Forecasting"
5 / 5 papers shown
Title
Enhancing Contrastive Learning Inspired by the Philosophy of "The Blind Men and the Elephant"
Yudong Zhang
Ruobing Xie
Jiansheng Chen
X. Sun
Zhanhui Kang
Yu Wang
81
0
0
21 Dec 2024
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures
T. Zhang
Yizhuo Zhang
Wei Cao
Jiang Bian
Xiaohan Yi
Shun Zheng
Jian Li
BDL
AI4TS
95
145
0
04 Jul 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
Tian Zhou
Ziqing Ma
Xue Wang
Qingsong Wen
Liang Sun
Tao Yao
Wotao Yin
Rong Jin
AI4TS
118
165
0
18 May 2022
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting
Gerald Woo
Chenghao Liu
Doyen Sahoo
Akshat Kumar
Steven C. H. Hoi
AI4TS
111
391
0
03 Feb 2022
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
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