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A Causal Bootstrap for Diverse Image Generation under Unobserved Confounding

Chen, Jingyuan et al.
arXiv (All) · Papers
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machine-learning
Deep generative models reproduce the observational distribution underlying the training data, which, in turn, inherit any spurious associations it contains. A common source is an unobserved confounder that simultaneously affects both a treatment attribute the user wants to control/edit (e.g., age, s
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