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Imbalanced Learning

81 directly classified papers

Papers per year

Papers

xiacui at SemEval-2025 Task 11: Addressing Data Imbalance in Transformer-Based Multi-Label Emotion Detection with Weighted Loss ACL 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class AAAI 2025
Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification ACL 2025
Class and Attribute-Aware Logit Adjustment for Generalized Long-Tail Learning AAAI 2025
Improve Representation for Imbalanced Regression through Geometric Constraints CVPR 2025
Biased Incomplete Multi-View Learning AAAI 2025
Robust Logit Adjustment for Learning with Long-Tailed Noisy Data AAAI 2025
HU at SemEval-2025 Task 9: Leveraging LLM-Based Data Augmentation for Class Imbalance ACL 2025
Fossils at SemEval-2025 Task 9: Tasting Loss Functions for Food Hazard Detection in Text Reports ACL 2025
Revive Re-weighting in Imbalanced Learning by Density Ratio Estimation NIPS 2024
Long-Tail Class Incremental Learning via Independent Sub-prototype Construction CVPR 2024
Decoupled Contrastive Learning for Long-Tailed Recognition AAAI 2024
Noisy Ostracods: A Fine-Grained, Imbalanced Real-World Dataset for Benchmarking Robust Machine Learning and Label Correction Methods NIPS 2024
REDUCR: Robust Data Downsampling using Class Priority Reweighting NIPS 2024
Gradient Reweighting: Towards Imbalanced Class-Incremental Learning CVPR 2024
Label Supervised Contrastive Learning for Imbalanced Text Classification in Euclidean and Hyperbolic Embedding Spaces EACL 2024
AUC Maximization under Positive Distribution Shift NIPS 2024
Use Your Head: Improving Long-Tail Video Recognition CVPR 2023
SuperDisco: Super-Class Discovery Improves Visual Recognition for the Long-Tail CVPR 2023
Class-Balancing Diffusion Models CVPR 2023
Understanding Imbalanced Semantic Segmentation Through Neural Collapse CVPR 2023
Balanced Product of Calibrated Experts for Long-Tailed Recognition CVPR 2023
AUC Maximization for Low-Resource Named Entity Recognition AAAI 2023
T-distributed Spherical Feature Representation for Imbalanced Classification AAAI 2023
Minority Oversampling for Imbalanced Data via Class-Preserving Regularized Auto-Encoders AISTATS 2023