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2311.00886
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COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised Learning
1 November 2023
Chuizheng Meng
Yihe Dong
Sercan Ö. Arik
Yan Liu
Tomas Pfister
CML
AI4TS
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Papers citing
"COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised Learning"
4 / 4 papers shown
Title
Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders
Defu Cao
James Enouen
Yujing Wang
Xiangchen Song
Chuizheng Meng
Hao Niu
Yan Liu
CML
30
21
0
04 Mar 2023
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
394
0
03 Feb 2022
A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves
Yanbo Xu
Yanxun Xu
S. Saria
CML
56
40
0
18 Aug 2016
Domain-Adversarial Training of Neural Networks
Yaroslav Ganin
E. Ustinova
Hana Ajakan
Pascal Germain
Hugo Larochelle
François Laviolette
M. Marchand
Victor Lempitsky
GAN
OOD
165
9,327
0
28 May 2015
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