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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

Monotonicity regularization: Improved penalties and novel applications to disentangled representation learning and robust classification UAI 2022
Robust High-Dimensional Classification From Few Positive Examples IJCAI 2022
Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart CVPR 2022
Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation ICML 2022
Fair Classification with Instance-dependent Label Noise CLEAR 2022
Confidence-based Reliable Learning under Dual Noises NIPS 2022
Distributed adversarial training to robustify deep neural networks at scale UAI 2022
RoLNiP: Robust Learning Using Noisy Pairwise Comparisons ACML 2022
Distributionally robust weighted k-nearest neighbors NIPS 2022
Simpler Certified Radius Maximization by Propagating Covariances CVPR 2021
Robust Learning under Strong Noise via SQs AISTATS 2021
On the Hardness of Robust Classification JMLR 2021
Attribute-Guided Adversarial Training for Robustness to Natural Perturbations AAAI 2021
Provable Robustness of Adversarial Training for Learning Halfspaces with Noise ICML 2021
Improving Gradient Regularization using Complex-Valued Neural Networks ICML 2021
Lower Bounds on Cross-Entropy Loss in the Presence of Test-time Adversaries ICML 2021
Sample Complexity of Robust Linear Classification on Separated Data ICML 2021
Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples NIPS 2021
Predictive Power of Nearest Neighbors Algorithm under Random Perturbation AISTATS 2021
Learning to Defend by Learning to Attack AISTATS 2021
A Bayes-Optimal View on Adversarial Examples JMLR 2021
Connecting Interpretability and Robustness in Decision Trees through Separation ICML 2021
Unified Robust Semi-Supervised Variational Autoencoder ICML 2021
Uncertain Time Series Classification IJCAI 2021
Multi-Objective Interpolation Training for Robustness To Label Noise CVPR 2021