conftrace_

consistency bound

7 papers

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Co-occurring keywords

surrogate loss (94) hypothesis set (4) excess error bound (3) bayes consistency (15) multi-class classification (280) intensity function (19) weighted estimator (4) surrogate loss function (11) learning to defer (17) theoretical guarantee (41)

Papers

Is Score Matching Suitable for Estimating Point Processes? NIPS 2024
Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer NIPS 2024
A Universal Growth Rate for Learning with Smooth Surrogate Losses NIPS 2024
Structured Prediction with Stronger Consistency Guarantees NIPS 2023
Cross-Entropy Loss Functions: Theoretical Analysis and Applications ICML 2023
$H$-Consistency Bounds: Characterization and Extensions NIPS 2023
H-Consistency Bounds for Surrogate Loss Minimizers ICML 2022