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surrogate loss

94 papers

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Co-occurring keywords

binary classification (678) regret bound (1926) multiclass classification (181) convex optimization (1321) loss function (462) surrogate loss function (11) multi-class classification (280) consistency bound (7) learning to defer (17) online learning (1777)

Papers

Calibration and Consistency of Adversarial Surrogate Losses NIPS 2021
Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class NIPS 2020
Calibrated Surrogate Losses for Adversarially Robust Classification COLT 2020
Efficient improper learning for online logistic regression COLT 2020
Efficiently Learning Adversarially Robust Halfspaces with Noise ICML 2020
Consistent Estimators for Learning to Defer to an Expert ICML 2020
On the consistency of top-k surrogate losses ICML 2020
Multi-label classification: do Hamming loss and subset accuracy really conflict with each other? NIPS 2020
Exploiting the Surrogate Gap in Online Multiclass Classification NIPS 2020
Attribute Noise Robust Binary Classification (Student Abstract) AAAI 2020
Approximation Schemes for ReLU Regression COLT 2020
Efficient Policy Learning from Surrogate-Loss Classification Reductions ICML 2020
Minimax Classification with 0-1 Loss and Performance Guarantees NIPS 2020
Stochastic Negative Mining for Learning with Large Output Spaces AISTATS 2019
Structured Prediction with Projection Oracles NIPS 2019
An Embedding Framework for Consistent Polyhedral Surrogates NIPS 2019
The Pessimistic Limits and Possibilities of Margin-based Losses in Semi-supervised Learning NIPS 2018
Cost-Sensitive Learning with Noisy Labels JMLR 2018
Contextual bandits with surrogate losses: Margin bounds and efficient algorithms NIPS 2018
The Many Faces of Exponential Weights in Online Learning COLT 2018
Understanding the Loss Surface of Neural Networks for Binary Classification ICML 2018
On the Consistency of Ordinal Regression Methods JMLR 2017
Efficient Online Multiclass Prediction on Graphs via Surrogate Losses AISTATS 2017
Adversarial Surrogate Losses for Ordinal Regression NIPS 2017
A Consistent Regularization Approach for Structured Prediction NIPS 2016