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margin-based learning

26 papers

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Co-occurring keywords

active learning (1295) multiclass classification (180) online learning (1770) label complexity (58) support vector machine (976) loss function (462) transductive learning (117) few-shot learning (3390) pac learning (280) class imbalance (550)

Papers

Margin-Based Active Learning of Classifiers JMLR 2024
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification ACL 2024
The Implicit Bias of Gradient Descent on Separable Multiclass Data NIPS 2024
Feed Two Birds with One Scone: Exploiting Wild Data for Both Out-of-Distribution Generalization and Detection ICML 2023
UniFace: Unified Cross-Entropy Loss for Deep Face Recognition ICCV 2023
Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization CVPR 2023
Learning Distinctive Margin Toward Active Domain Adaptation CVPR 2022
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NIPS 2022
An online passive-aggressive algorithm for difference-of-squares classification NIPS 2021
Learning Local Descriptors With a CDF-Based Dynamic Soft Margin ICCV 2019
Learning convex polytopes with margin NIPS 2018
Learning latent variable structured prediction models with Gaussian perturbations NIPS 2018
Maximum Margin Interval Trees NIPS 2017
Sample and Computationally Efficient Learning Algorithms under S-Concave Distributions NIPS 2017
Active Nearest-Neighbor Learning in Metric Spaces NIPS 2016
Large-Margin Softmax Loss for Convolutional Neural Networks ICML 2016
Quantum Perceptron Models NIPS 2016
Learning Deep Representation for Imbalanced Classification CVPR 2016
Maximum Margin Multiclass Nearest Neighbors ICML 2014
Doubly Aggressive Selective Sampling Algorithms for Classification AISTATS 2014
Efficient Active Learning of Halfspaces: an Aggressive Approach ICML 2013
Learning Halfspaces with the Zero-One Loss: Time-Accuracy Tradeoffs NIPS 2012
Tighter Bounds for Structured Estimation NIPS 2008
A Transductive Bound for the Voted Classifier with an Application to Semi-supervised Learning NIPS 2008
Ultraconservative Online Algorithms for Multiclass Problems JMLR 2003