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robust classification

89 papers

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Co-occurring keywords

adversarial training (1261) adversarial robustness (1335) label noise (496) adversarial attack (1599) adversarial example (563) adversarial learning (1592) image classification (1943) sample complexity (1158) robust learning (120) deep neural network (1801)

Papers

Class-Conditioned Transformation for Enhanced Robust Image Classification WACV 2025
Directional Label Diffusion Model for Learning from Noisy Labels CVPR 2025
Outlier-Robust Distributionally Robust Optimization via Unbalanced Optimal Transport NIPS 2024
Robust Text Classification: Analyzing Prototype-Based Networks EMNLP 2024
L2B: Learning to Bootstrap Robust Models for Combating Label Noise CVPR 2024
Outlier Robust Adversarial Training ACML 2023
The Adversarial Consistency of Surrogate Risks for Binary Classification NIPS 2023
Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering EMNLP 2023
EPiC: Ensemble of Partial Point Clouds for Robust Classification ICCV 2023
Robust-by-Design Classification via Unitary-Gradient Neural Networks AAAI 2023
DRAUC: An Instance-wise Distributionally Robust AUC Optimization Framework NIPS 2023
Out-of-Distributed Semantic Pruning for Robust Semi-Supervised Learning CVPR 2023
Improving Adversarial Robustness via Joint Classification and Multiple Explicit Detection Classes AISTATS 2023
Characterization of Overfitting in Robust Multiclass Classification NIPS 2023
Edge Structure Learning via Low Rank Residuals for Robust Image Classification AAAI 2023
Towards Building a Robust Toxicity Predictor ACL 2023
Reliable learning in challenging environments NIPS 2023
Robust Image Classification via Using Multiple Diversity Losses ACML 2023
The multimarginal optimal transport formulation of adversarial multiclass classification JMLR 2023
Robust Empirical Risk Minimization with Tolerance ALT 2023
Distributionally robust weighted k-nearest neighbors NIPS 2022
Multi-class AUC Optimization for Robust Small-footprint Keyword Spotting with Limited Training Data INTERSPEECH 2022
RoLNiP: Robust Learning Using Noisy Pairwise Comparisons ACML 2022
Detecting Adversarial Examples Is (Nearly) As Hard As Classifying Them ICML 2022
Confidence-based Reliable Learning under Dual Noises NIPS 2022