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surrogate loss function

11 papers

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Co-occurring keywords

surrogate loss (94) neural network (6616) roc curve (46) binary classification (678) learning to defer (17) hypothesis set (4) convex loss function (19) temperature parameter (8) fusion penalty (1) misclassification rate (3)

Papers

Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer NIPS 2024
Fusing Individualized Treatment Rules Using Secondary Outcomes AISTATS 2024
FAKD: Feature Augmented Knowledge Distillation for Semantic Segmentation WACV 2024
Optimizing ROC Curves with a Sort-Based Surrogate Loss for Binary Classification and Changepoint Detection JMLR 2023
When All We Need is a Piece of the Pie: A Generic Framework for Optimizing Two-way Partial AUC ICML 2021
Large-Scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification ICCV 2021
Task-Based Learning via Task-Oriented Prediction Network with Applications in Finance IJCAI 2020
Two-temperature logistic regression based on the Tsallis divergence AISTATS 2019
On the Consistency of Multi-Label Learning COLT 2011
Composite Binary Losses JMLR 2010
Statistical Consistency of Top-k Ranking NIPS 2009