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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

ACSMKRHR at SemEval-2023 Task 10: Explainable Online Sexism Detection(EDOS) SEMEVAL 2023
Multiclass Learnability Beyond the PAC Framework: Universal Rates and Partial Concept Classes NIPS 2022
Multiclass learning with margin: exponential rates with no bias-variance trade-off ICML 2022
Calibrated Learning to Defer with One-vs-All Classifiers ICML 2022
Exploring Hybrid and Ensemble Models for Multiclass Prediction of Mental Health Status on Social Media EMNLP 2022
Universal Online Learning with Bounded Loss: Reduction to Binary Classification COLT 2022
Active Learning of Classifiers with Label and Seed Queries NIPS 2022
Online Agnostic Multiclass Boosting NIPS 2022
Multi-class classification in nonparametric active learning AISTATS 2022
PAC-Bayesian domain adaptation bounds for multiclass learners UAI 2022
On Robust Multiclass Learnability NIPS 2022
Generalization for multiclass classification with overparameterized linear models NIPS 2022
Contrastive Neural Ratio Estimation NIPS 2022
A Reduction to Binary Approach for Debiasing Multiclass Datasets NIPS 2022
Multiclass classification for Hawkes processes UAI 2022
Monotone Learning COLT 2022
DeepParliament: A Legal domain Benchmark & Dataset for Parliament Bills Prediction EMNLP 2022
Learning from Noisy Labels with No Change to the Training Process ICML 2021
professionals@DravidianLangTech-EACL2021: Malayalam Offensive Language Identification - A Minimalistic Approach EACL 2021
An exact solver for the Weston-Watkins SVM subproblem ICML 2021
Universal consistency and rates of convergence of multiclass prototype algorithms in metric spaces JMLR 2021
Knowing what You Know: valid and validated confidence sets in multiclass and multilabel prediction JMLR 2021
Multiclass Boosting and the Cost of Weak Learning NIPS 2021
The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization ICML 2021
Benign Overfitting in Multiclass Classification: All Roads Lead to Interpolation NIPS 2021