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Causal Contrastive Learning for Counterfactual Regression Over Time

Causal Contrastive Learning for Counterfactual Regression Over Time

1 June 2024
Mouad El Bouchattaoui
Myriam Tami
Benoit Lepetit
P. Cournède
    CML
    AI4TS
ArXivPDFHTML

Papers citing "Causal Contrastive Learning for Counterfactual Regression Over Time"

3 / 3 papers shown
Title
Learning Infomax and Domain-Independent Representations for Causal
  Effect Inference with Real-World Data
Learning Infomax and Domain-Independent Representations for Causal Effect Inference with Real-World Data
Zhixuan Chu
S. Rathbun
Sheng R. Li
CML
OOD
19
14
0
22 Feb 2022
Deconfounding Temporal Autoencoder: Estimating Treatment Effects over
  Time Using Noisy Proxies
Deconfounding Temporal Autoencoder: Estimating Treatment Effects over Time Using Noisy Proxies
Milan Kuzmanovic
Tobias Hatt
Stefan Feuerriegel
CML
35
16
0
06 Dec 2021
Contrastive Learning Inverts the Data Generating Process
Contrastive Learning Inverts the Data Generating Process
Roland S. Zimmermann
Yash Sharma
Steffen Schneider
Matthias Bethge
Wieland Brendel
SSL
188
170
0
17 Feb 2021
1