← Learning Types
Machine Learning › Learning Types ›

Imbalanced Learning

81 directly classified papers

Papers per year

Papers

Label-Imbalanced and Group-Sensitive Classification under Overparameterization NIPS 2021
Nonuniform Negative Sampling and Log Odds Correction with Rare Events Data NIPS 2021
Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer NIPS 2021
Addressing Class Imbalance in Federated Learning AAAI 2021
Background Splitting: Finding Rare Classes in a Sea of Background CVPR 2021
PML: Progressive Margin Loss for Long-Tailed Age Classification CVPR 2021
Dynamic Class Queue for Large Scale Face Recognition in the Wild CVPR 2021
Equalization Loss v2: A New Gradient Balance Approach for Long-Tailed Object Detection CVPR 2021
Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings CVPR 2021
Large-Scale Object Detection in the Wild From Imbalanced Multi-Labels CVPR 2020
Dice Loss for Data-imbalanced NLP Tasks ACL 2020
Equalization Loss for Long-Tailed Object Recognition CVPR 2020
M2m: Imbalanced Classification via Major-to-Minor Translation CVPR 2020
Overcoming Classifier Imbalance for Long-Tail Object Detection With Balanced Group Softmax CVPR 2020
GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data CVPR 2020
SetConv: A New Approach for Learning from Imbalanced Data EMNLP 2020
HINT3: Raising the bar for Intent Detection in the Wild EMNLP 2020
Posterior Re-calibration for Imbalanced Datasets NIPS 2020
MESA: Boost Ensemble Imbalanced Learning with MEta-SAmpler NIPS 2020
Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised Learning NIPS 2020
Class-Balanced Loss Based on Effective Number of Samples CVPR 2019
Manifold Distance-Based Over-Sampling Technique for Class Imbalance Learning AAAI 2019
EWGAN: Entropy-Based Wasserstein GAN for Imbalanced Learning AAAI 2019
Striking the Right Balance With Uncertainty CVPR 2019
Large-Scale Long-Tailed Recognition in an Open World CVPR 2019