Invariant Graph Learning for Causal Effect Estimation

Author:

Sui Yongduo1ORCID,Tang Caizhi2ORCID,Chu Zhixuan2ORCID,Fang Junfeng1ORCID,Gao Yuan1ORCID,Cui Qing2ORCID,Li Longfei2ORCID,Zhou Jun2ORCID,Wang Xiang1ORCID

Affiliation:

1. University of Science and Technology of China, Hefei, China

2. Ant Group, Hangzhou, China

Funder

National Natural Science Foundation of China

Ant Group through CCF-Ant Research Fund

CCF- AFSG Research Fund

Publisher

ACM

Reference79 articles.

1. Invariance principle meets information bottleneck for out-of-distribution generalization;Ahuja Kartik;NeurIPS,2021

2. Ahmed M Alaa and Mihaela Van Der Schaar. 2017. Bayesian inference of individualized treatment effects using multi-task gaussian processes. NeurIPS, Vol. 30 (2017).

3. Martin Arjovsky, Léon Bottou, Ishaan Gulrajani, and David Lopez-Paz. 2019. Invariant risk minimization. arXiv preprint arXiv:1907.02893 (2019).

4. Shock-Based Causal Inference in Corporate Finance and Accounting Research

5. Analyzing Two-Stage Experiments in the Presence of Interference

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