Hierarchical Utility Calibration for Structured Multiclass Decisions

arXiv:2609.36532 · stat.ML, cs.LG · Submitted 2026-09-29 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-09-29

Updated: 2026-09-29

Terminology

• Calibration — 117× in this paper · explained in 7 episodes
• AUC — 36× in this paper · explained in 2 episodes
• Utility Calibration — 17× in this paper
• Generalization — 11× in this paper · explained in 13 episodes
• Consistency — 9× in this paper · explained in 3 episodes
• Hierarchical Utility Calibration — 7× in this paper
• Accuracy — 6× in this paper · explained in 1 episode
• Aggregation — 6× in this paper · explained in 1 episode
• Error Decomposition — 5× in this paper · explained in 3 episodes
• Hierarchical Classification — 5× in this paper · explained in 2 episodes
• Conformal Prediction — 4× in this paper · explained in 5 episodes
• Sample Complexity — 4× in this paper · explained in 15 episodes
• Regret — 3× in this paper · explained in 3 episodes
• Regularization — 3× in this paper · explained in 3 episodes
• Exchangeability — 2× in this paper · explained in 2 episodes
• Abstention — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Distribution Matching — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Uncertainty Quantification — 1× in this paper · explained in 8 episodes

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