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multiclass classification

181 papers

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Co-occurring keywords

online learning (1777) multi-class classification (280) support vector machine (978) binary classification (678) regret bound (1926) bandit feedback (118) surrogate loss (94) sample complexity (1169) text classification (6793) learning theory (519)

Papers

An exact solver for the Weston-Watkins SVM subproblem ICML 2021
Learning from Noisy Labels with No Change to the Training Process ICML 2021
Benign Overfitting in Multiclass Classification: All Roads Lead to Interpolation NIPS 2021
Multiclass versus Binary Differentially Private PAC Learning NIPS 2021
Beyond Bandit Feedback in Online Multiclass Classification NIPS 2021
A Multiclass Classification Approach to Label Ranking AISTATS 2020
Multiclass Neural Network Minimization via Tropical Newton Polytope Approximation ICML 2020
Second Order PAC-Bayesian Bounds for the Weighted Majority Vote NIPS 2020
Optimal multiclass overfitting by sequence reconstruction from Hamming queries ALT 2020
Learning from Aggregate Observations NIPS 2020
Weston-Watkins Hinge Loss and Ordered Partitions NIPS 2020
Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class NIPS 2020
Fair Performance Metric Elicitation NIPS 2020
Multiclass Anomaly Detector: the CS++ Support Vector Machine JMLR 2020
Exact Passive-Aggressive Algorithms for Multiclass Classification Using Bandit Feedbacks ACML 2020
Theoretical Insights Into Multiclass Classification: A High-dimensional Asymptotic View NIPS 2020
Bridging Theory and Algorithm for Domain Adaptation ICML 2019
The advantages of multiple classes for reducing overfitting from test set reuse ICML 2019
Multiclass Learning from Contradictions NIPS 2019
Bandit Multiclass Linear Classification: Efficient Algorithms for the Separable Case ICML 2019
Open Problem: How fast can a multiclass test set be overfit? COLT 2019
Multiclass Performance Metric Elicitation NIPS 2019
Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings NAACL 2019
Online Multiclass Boosting with Bandit Feedback AISTATS 2019
Multiclass Boosting: Margins, Codewords, Losses, and Algorithms JMLR 2019