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surrogate losses

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surrogate loss (3) classification calibration (2) convex optimization (2) convex surrogate losses (1) ranking evaluation metrics (1) pairwise disagreement (1) posterior probability (1) loss matrix (1) probability simplex (1) loss function (1)

Papers

Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees ICML 2025 Criterion Collapse and Loss Distribution Control ICML 2024 Classification Calibration Dimension for General Multiclass Losses NeurIPS 2012 On the (Non-)existence of Convex, Calibrated Surrogate Losses for Ranking NeurIPS 2012 Proper losses for learning from partial labels NeurIPS 2012