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bayes consistency

15 papers

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Co-occurring keywords

surrogate loss (94) multiclass classification (181) loss function (462) generalization bound (652) consistency bound (7) nearest neighbor (218) structured prediction (396) learning theory (519) loss function design (4) variable margin losses (1)

Papers

Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer NIPS 2024
Multiclass Learning from Noisy Labels for Non-decomposable Performance Measures AISTATS 2024
On the inconsistency of separable losses for structured prediction EACL 2023
Structured Prediction with Stronger Consistency Guarantees NIPS 2023
RankSEG: A Consistent Ranking-based Framework for Segmentation JMLR 2023
Monotone Learning COLT 2022
Multi-Class $H$-Consistency Bounds NIPS 2022
Fast and Bayes-consistent nearest neighbors AISTATS 2020
Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class NIPS 2020
Nearest-Neighbor Sample Compression: Efficiency, Consistency, Infinite Dimensions NIPS 2017
Improving Pairwise Ranking for Multi-Label Image Classification CVPR 2017
A Bayes consistent 1-NN classifier AISTATS 2015
On the Asymptotic Optimality of Maximum Margin Bayesian Networks AISTATS 2013
Variable margin losses for classifier design NIPS 2010
Consistency and Convergence Rates of One-Class SVMs and Related Algorithms JMLR 2006