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Robustifying Likelihoods by Optimistically Re-weighting Data

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Likelihood-based inferences have been remarkably successful in wide-spanning application areas. However, even after due diligence in selecting a good model for the data at hand, there is inevitably some amount of model misspecification: outliers, data contamin... ...