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Anchor Regression: The Secret to Stable Predictions Across Shifting Data

  • Anchor Regression proposes a method to enforce stability and robustness in predictive models.
  • The method relaxes the regularization in the optimization problem and interpolates between partialling out and instrumental variable estimation.
  • The solution of Anchor Regression optimizes worst-case risk under shift interventions on anchors.
  • The method increases the robustness of predictions to distribution shifts at the cost of reducing in-distribution generalization.

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