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Classification

15,805 papers

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Papers

Provably Adversarially Robust Nearest Prototype Classifiers ICML 2022
Improving Screening Processes via Calibrated Subset Selection ICML 2022
Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets ICML 2022
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022
Metric-Fair Classifier Derandomization ICML 2022
Revisiting Consistency Regularization for Deep Partial Label Learning ICML 2022
Estimating Instance-dependent Bayes-label Transition Matrix using a Deep Neural Network ICML 2022
Predicting Out-of-Distribution Error with the Projection Norm ICML 2022
Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images ICML 2022
Building Robust Ensembles via Margin Boosting ICML 2022
Prototype-Anchored Learning for Learning with Imperfect Annotations ICML 2022
Probabilistic Bilevel Coreset Selection ICML 2022
Detecting Corrupted Labels Without Training a Model to Predict ICML 2022
When AUC meets DRO: Optimizing Partial AUC for Deep Learning with Non-Convex Convergence Guarantee ICML 2022
Axiomatic Foundations of Explainability IJCAI 2022
How Does Frequency Bias Affect the Robustness of Neural Image Classifiers against Common Corruption and Adversarial Perturbations? IJCAI 2022
Investigating and Explaining the Frequency Bias in Image Classification IJCAI 2022
Region-Aware Temporal Inconsistency Learning for DeepFake Video Detection IJCAI 2022
SatFormer: Saliency-Guided Abnormality-Aware Transformer for Retinal Disease Classification in Fundus Image IJCAI 2022
MMNet: Muscle Motion-Guided Network for Micro-Expression Recognition IJCAI 2022
ChimeraMix: Image Classification on Small Datasets via Masked Feature Mixing IJCAI 2022
Boosting Multi-Label Image Classification with Complementary Parallel Self-Distillation IJCAI 2022
Webly-Supervised Fine-Grained Recognition with Partial Label Learning IJCAI 2022
A Solver + Gradient Descent Training Algorithm for Deep Neural Networks IJCAI 2022
Robust High-Dimensional Classification From Few Positive Examples IJCAI 2022