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Weakly Supervised Learning

3,895 papers

Papers per year

Papers

Calibrated Learning to Defer with One-vs-All Classifiers ICML 2022
Partial and Asymmetric Contrastive Learning for Out-of-Distribution Detection in Long-Tailed Recognition ICML 2022
To Smooth or Not? When Label Smoothing Meets Noisy Labels ICML 2022
Injecting Logical Constraints into Neural Networks via Straight-Through Estimators ICML 2022
Estimating Instance-dependent Bayes-label Transition Matrix using a Deep Neural Network ICML 2022
Efficient PAC Learning from the Crowd with Pairwise Comparisons ICML 2022
GALAXY: Graph-based Active Learning at the Extreme ICML 2022
Prototype-Anchored Learning for Learning with Imperfect Annotations ICML 2022
Detecting Corrupted Labels Without Training a Model to Predict ICML 2022
Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features ICML 2022
Towards Uniformly Superhuman Autonomy via Subdominance Minimization ICML 2022
Counterfactual Prediction for Outcome-Oriented Treatments ICML 2022
Continual Semantic Segmentation Leveraging Image-level Labels and Rehearsal IJCAI 2022
Absolute Wrong Makes Better: Boosting Weakly Supervised Object Detection via Negative Deterministic Information IJCAI 2022
Webly-Supervised Fine-Grained Recognition with Partial Label Learning IJCAI 2022
Robust High-Dimensional Classification From Few Positive Examples IJCAI 2022
Posistive-Unlabeled Learning via Optimal Transport and Margin Distribution IJCAI 2022
SELC: Self-Ensemble Label Correction Improves Learning with Noisy Labels IJCAI 2022
Exploring Binary Classification Hidden within Partial Label Learning IJCAI 2022
Deep Graph Matching for Partial Label Learning IJCAI 2022
Weakly-supervised Text Classification with Wasserstein Barycenters Regularization IJCAI 2022
Fusion Label Enhancement for Multi-Label Learning IJCAI 2022
Self-Supervised Learning with Attention-based Latent Signal Augmentation for Sleep Staging with Limited Labeled Data IJCAI 2022
Automatic Noisy Label Correction for Fine-Grained Entity Typing IJCAI 2022
Hybrid Learning System for Large-scale Medical Image Analysis IJCAI 2022