robust classification

Adversarial Training for Defense Against Label Poisoning Attacks ICLR 2025 An Effective Manifold-based Optimization Method for Distributionally Robust Classification ICLR 2025 Class-Conditioned Transformation for Enhanced Robust Image Classification WACV 2025 Directional Label Diffusion Model for Learning from Noisy Labels CVPR 2025 Identifying and Understanding Cross-Class Features in Adversarial Training ICML 2025 SCISSOR: Mitigating Semantic Bias through Cluster-Aware Siamese Networks for Robust Classification ICML 2025 L2B: Learning to Bootstrap Robust Models for Combating Label Noise CVPR 2024 Outlier-Robust Distributionally Robust Optimization via Unbalanced Optimal Transport NeurIPS 2024 Robust Classification via Regression for Learning with Noisy Labels ICLR 2024 Robust Text Classification: Analyzing Prototype-Based Networks EMNLP 2024 Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering EMNLP 2023 Characterization of Overfitting in Robust Multiclass Classification NeurIPS 2023 Denoising Masked Autoencoders Help Robust Classification ICLR 2023 DRAUC: An Instance-wise Distributionally Robust AUC Optimization Framework NeurIPS 2023 Edge Structure Learning via Low Rank Residuals for Robust Image Classification AAAI 2023 EPiC: Ensemble of Partial Point Clouds for Robust Classification ICCV 2023 Improving Adversarial Robustness via Joint Classification and Multiple Explicit Detection Classes AISTATS 2023 Outlier Robust Adversarial Training ACML 2023 Out-of-Distributed Semantic Pruning for Robust Semi-Supervised Learning CVPR 2023 Reliable learning in challenging environments NeurIPS 2023 Robust-by-Design Classification via Unitary-Gradient Neural Networks AAAI 2023 Robust Empirical Risk Minimization with Tolerance ALT 2023 Robust Image Classification via Using Multiple Diversity Losses ACML 2023 The Adversarial Consistency of Surrogate Risks for Binary Classification NeurIPS 2023 The multimarginal optimal transport formulation of adversarial multiclass classification JMLR 2023