Imbalanced Learning

AUC Maximization for Low-Resource Named Entity Recognition AAAI 2023 A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning NeurIPS 2023 Balanced Product of Calibrated Experts for Long-Tailed Recognition CVPR 2023 Balancing Logit Variation for Long-Tailed Semantic Segmentation CVPR 2023 Class-Balancing Diffusion Models CVPR 2023 Class-Conditional Sharpness-Aware Minimization for Deep Long-Tailed Recognition CVPR 2023 Generative Oversampling for Imbalanced Data via Majority-Guided VAE AISTATS 2023 Minority-Oriented Vicinity Expansion with Attentive Aggregation for Video Long-Tailed Recognition AAAI 2023 Minority Oversampling for Imbalanced Data via Class-Preserving Regularized Auto-Encoders AISTATS 2023 Probability Guided Loss for Long-Tailed Multi-Label Image Classification AAAI 2023 SuperDisco: Super-Class Discovery Improves Visual Recognition for the Long-Tail CVPR 2023 T-distributed Spherical Feature Representation for Imbalanced Classification AAAI 2023 Understanding Imbalanced Semantic Segmentation Through Neural Collapse CVPR 2023 Use Your Head: Improving Long-Tail Video Recognition CVPR 2023 Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic Smoothing NeurIPS 2023 Balanced Contrastive Learning for Long-Tailed Visual Recognition CVPR 2022 Calibrating Imbalanced Classifiers with Focal Loss: An Empirical Study EMNLP 2022 Delving into Sample Loss Curve to Embrace Noisy and Imbalanced Data AAAI 2022 How Can a Teacher Make Learning From Sparse Data Softer? Application to Business Relation Extraction EMNLP 2022 IIITSurat@LT-EDI-ACL2022: Hope Speech Detection using Machine Learning ACL 2022 Imagine by Reasoning: A Reasoning-Based Implicit Semantic Data Augmentation for Long-Tailed Classification AAAI 2022 Imbalance-Aware Uplift Modeling for Observational Data AAAI 2022 Learning to Re-weight Examples with Optimal Transport for Imbalanced Classification NeurIPS 2022 On The Arabic Dialects’ Identification: Overcoming Challenges of Geographical Similarities Between Arabic dialects and Imbalanced Datasets EMNLP 2022 Rare and Zero-shot Word Sense Disambiguation using Z-Reweighting ACL 2022