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hypothesis set

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consistency bound (3) surrogate loss (3) excess error bound (1) region-based learning (1) iwal algorithm (1) surrogate loss function (1) learning to defer (1) adversarial loss (1) classification error (1) bayes consistency (1)

Papers

Realizable H-Consistent and Bayes-Consistent Loss Functions for Learning to Defer NeurIPS 2024 H-Consistency Bounds: Characterization and Extensions NeurIPS 2023 H-Consistency Bounds for Surrogate Loss Minimizers ICML 2022 Region-Based Active Learning AISTATS 2019