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Imbalanced Learning

81 papers

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Papers

Class-Conditional Sharpness-Aware Minimization for Deep Long-Tailed Recognition CVPR 2023
Balancing Logit Variation for Long-Tailed Semantic Segmentation CVPR 2023
Understanding Imbalanced Semantic Segmentation Through Neural Collapse CVPR 2023
SuperDisco: Super-Class Discovery Improves Visual Recognition for the Long-Tail CVPR 2023
Use Your Head: Improving Long-Tail Video Recognition CVPR 2023
Class-Balancing Diffusion Models CVPR 2023
Balanced Product of Calibrated Experts for Long-Tailed Recognition CVPR 2023
AAST-NLP at ArAIEval Shared Task: Tackling Persuasion technique and Disinformation Detection using Pre-Trained Language Models On Imbalanced Datasets EMNLP 2023
SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning NIPS 2022
Learning to Re-weight Examples with Optimal Transport for Imbalanced Classification NIPS 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
Uncertainty-Aware Learning against Label Noise on Imbalanced Datasets AAAI 2022
Delving into Sample Loss Curve to Embrace Noisy and Imbalanced Data AAAI 2022
RareGAN: Generating Samples for Rare Classes AAAI 2022
Rare and Zero-shot Word Sense Disambiguation using Z-Reweighting ACL 2022
IIITSurat@LT-EDI-ACL2022: Hope Speech Detection using Machine Learning ACL 2022
Targeted Supervised Contrastive Learning for Long-Tailed Recognition CVPR 2022
Balanced Contrastive Learning for Long-Tailed Visual Recognition CVPR 2022
Calibrating Imbalanced Classifiers with Focal Loss: An Empirical Study EMNLP 2022
How Can a Teacher Make Learning From Sparse Data Softer? Application to Business Relation Extraction EMNLP 2022
On The Arabic Dialects’ Identification: Overcoming Challenges of Geographical Similarities Between Arabic dialects and Imbalanced Datasets EMNLP 2022
Under-bagging Nearest Neighbors for Imbalanced Classification JMLR 2022
Label-Imbalanced and Group-Sensitive Classification under Overparameterization NIPS 2021
Nonuniform Negative Sampling and Log Odds Correction with Rare Events Data NIPS 2021