3 citations · 6 across the 17 of their papers we have counts for
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stat.ME2023
Causality-oriented robustness: exploiting general noise interventions
Xinwei Shen, Peter Bühlmann, Armeen Taeb
Since distribution shifts are common in real-world applications, there is a pressing need to develop prediction models that are robust against such shifts. Existing frameworks, suc…
stat.ME2023★ 3 cited
Engression: Extrapolation through the Lens of Distributional Regression
Xinwei Shen, Nicolai Meinshausen
Distributional regression aims to estimate the full conditional distribution of a target variable, given covariates. Popular methods include linear and tree-ensemble based quantile…