Unraveling and Mitigating Endogenous Task-oriented Spurious Correlations in Ego-graphs via Automated Counterfactual Contrastive Learning

Tianqianjin Lin; Yangyang Kang; Zhuoren Jiang; Kaisong Song; Kun Kuang; Changlong Sun; Cui Huang; Xiaozhong Liu

doi:10.1016/j.eswa.2024.126015

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Unraveling and Mitigating Endogenous Task-oriented Spurious Correlations in Ego-graphs via Automated Counterfactual Contrastive Learning

Tianqianjin Lin Yangyang Kang Zhuoren Jiang Kaisong Song Kun Kuang Changlong Sun Cui Huang Xiaozhong Liu

Year: 2024 Journal: Expert Systems with Applications Vol: 266 Pages: 126015-126015 Publisher: Elsevier BV

DOI: 10.1016/j.eswa.2024.126015

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Keywords:

Counterfactual thinking Spurious relationship Computer science Task (project management) Artificial intelligence Id, ego and super-ego Machine learning Econometrics Psychology Mathematics Social psychology Economics

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Mental Health via Writing

Social Sciences → Psychology → Social Psychology

HIV, Drug Use, Sexual Risk

Health Sciences → Medicine → Epidemiology

Advanced Graph Neural Networks

Physical Sciences → Computer Science → Artificial Intelligence

Unraveling and Mitigating Endogenous Task-oriented Spurious Correlations in Ego-graphs via Automated Counterfactual Contrastive Learning

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