| SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning | Jan 26, 2023 | imbalanced classification | CodeCode Available | 3 | 5 |
| Adaptive Parametric Activation | Jul 11, 2024 | imbalanced classificationInstance Segmentation | CodeCode Available | 2 | 5 |
| Active Generalized Category Discovery | Mar 7, 2024 | Active Learningimbalanced classification | CodeCode Available | 2 | 5 |
| Balanced MSE for Imbalanced Visual Regression | Mar 30, 2022 | Age EstimationFairness | CodeCode Available | 2 | 5 |
| Exploring Classification Equilibrium in Long-Tailed Object Detection | Aug 17, 2021 | Classificationimbalanced classification | CodeCode Available | 1 | 5 |
| AnchorAL: Computationally Efficient Active Learning for Large and Imbalanced Datasets | Apr 8, 2024 | Active Learningimbalanced classification | CodeCode Available | 1 | 5 |
| MESA: Boost Ensemble Imbalanced Learning with MEta-SAmpler | Oct 17, 2020 | imbalanced classificationMeta-Learning | CodeCode Available | 1 | 5 |
| Feature Generation for Long-tail Classification | Nov 10, 2021 | ClassificationFew-Shot Learning | CodeCode Available | 1 | 5 |
| Tailoring Self-Supervision for Supervised Learning | Jul 20, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| From SMOTE to Mixup for Deep Imbalanced Classification | Aug 29, 2023 | ClassificationData Augmentation | CodeCode Available | 1 | 5 |
| Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification | Nov 28, 2023 | Classificationimbalanced classification | CodeCode Available | 1 | 5 |
| A Large-Scale Database for Graph Representation Learning | Nov 16, 2020 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics | Jun 8, 2021 | Age And Gender ClassificationBenchmarking | CodeCode Available | 1 | 5 |
| Adaptive Threshold for Online Object Recognition and Re-identification Tasks | Dec 28, 2020 | ClassificationFace Recognition | CodeCode Available | 1 | 5 |
| MalNet: A Large-Scale Image Database of Malicious Software | Jan 31, 2021 | Feature Engineeringimbalanced classification | CodeCode Available | 1 | 5 |
| MoleculeNet: A Benchmark for Molecular Machine Learning | Mar 2, 2017 | BIG-bench Machine Learningimbalanced classification | CodeCode Available | 1 | 5 |
| Deep Generative Mixture Model for Robust Imbalance Classification | Mar 1, 2023 | Classificationimbalanced classification | CodeCode Available | 1 | 5 |
| Mixture of Mixups for Multi-label Classification of Rare Anuran Sounds | Mar 14, 2024 | imbalanced classificationMulti-Label Classification | CodeCode Available | 1 | 5 |
| Generative Table Pre-training Empowers Models for Tabular Prediction | May 16, 2023 | imbalanced classificationImputation | CodeCode Available | 1 | 5 |
| Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation | Oct 17, 2022 | Contrastive LearningEmotion Recognition | CodeCode Available | 1 | 5 |
| Well-classified Examples are Underestimated in Classification with Deep Neural Networks | Oct 13, 2021 | ClassificationGraph Classification | CodeCode Available | 1 | 5 |
| Foundation Models Meet Imbalanced Single-Cell Data When Learning Cell Type Annotations | Oct 27, 2023 | Cell Entity Annotationimbalanced classification | CodeCode Available | 1 | 5 |
| Long-tailed Recognition by Routing Diverse Distribution-Aware Experts | Oct 5, 2020 | DiversityImage Classification | CodeCode Available | 1 | 5 |
| Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification | Feb 4, 2022 | imbalanced classification | CodeCode Available | 1 | 5 |
| M2m: Imbalanced Classification via Major-to-minor Translation | Apr 1, 2020 | ClassificationDiversity | CodeCode Available | 1 | 5 |
| Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images | Dec 16, 2021 | Data Augmentationimage-classification | CodeCode Available | 1 | 5 |
| ImGAGN:Imbalanced Network Embedding via Generative Adversarial Graph Networks | Jun 5, 2021 | AttributeClassification | CodeCode Available | 1 | 5 |
| Large-Scale Long-Tailed Recognition in an Open World | Apr 10, 2019 | ClassificationFew-Shot Learning | CodeCode Available | 1 | 5 |
| Attentional-Biased Stochastic Gradient Descent | Dec 13, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| DASO: Distribution-Aware Semantics-Oriented Pseudo-label for Imbalanced Semi-Supervised Learning | Jun 10, 2021 | imbalanced classificationPseudo Label | CodeCode Available | 1 | 5 |
| Self-paced Ensemble for Highly Imbalanced Massive Data Classification | Sep 8, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Debiased Learning from Naturally Imbalanced Pseudo-Labels | Jan 5, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| AdaCC: Cumulative Cost-Sensitive Boosting for Imbalanced Classification | Sep 17, 2022 | Classificationimbalanced classification | CodeCode Available | 0 | 5 |
| INGB: Informed Nonlinear Granular Ball Oversampling Framework for Noisy Imbalanced Classification | Jul 3, 2023 | Anchor link predictionDiversity | CodeCode Available | 0 | 5 |
| Imbalance-XGBoost: Leveraging Weighted and Focal Losses for Binary Label-Imbalanced Classification with XGBoost | Aug 5, 2019 | Binary ClassificationClassification | CodeCode Available | 0 | 5 |
| A Mathematics Framework of Artificial Shifted Population Risk and Its Further Understanding Related to Consistency Regularization | Feb 15, 2025 | Data Augmentationimbalanced classification | CodeCode Available | 0 | 5 |
| A statistical theory of overfitting for imbalanced classification | Feb 17, 2025 | Classificationimbalanced classification | CodeCode Available | 0 | 5 |
| How to train your draGAN: A task oriented solution to imbalanced classification | Nov 18, 2022 | imbalanced classification | CodeCode Available | 0 | 5 |
| A Comparative Study of Loss Functions: Traffic Predictions in Regular and Congestion Scenarios | Aug 29, 2023 | imbalanced classificationManagement | CodeCode Available | 0 | 5 |
| Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration | Jun 10, 2024 | Conformal Predictionimbalanced classification | CodeCode Available | 0 | 5 |
| Hashing-Based Undersampling Ensemble for Imbalanced Pattern Classification Problems | Jun 29, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| iBRF: Improved Balanced Random Forest Classifier | Mar 14, 2024 | Ensemble Learningimbalanced classification | CodeCode Available | 0 | 5 |
| Latent Preserving Generative Adversarial Network for Imbalance classification | Sep 4, 2022 | ClassificationGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| GAT-RWOS: Graph Attention-Guided Random Walk Oversampling for Imbalanced Data Classification | Dec 20, 2024 | Graph Attentionimbalanced classification | CodeCode Available | 0 | 5 |
| Class-Weighted Classification: Trade-offs and Robust Approaches | May 26, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Feedback-guided Data Synthesis for Imbalanced Classification | Sep 29, 2023 | Classificationimbalanced classification | CodeCode Available | 0 | 5 |
| Follow the bisector: a simple method for multi-objective optimization | Jul 14, 2020 | imbalanced classificationMulti-Task Learning | CodeCode Available | 0 | 5 |
| Convex space learning for tabular synthetic data generation | Jul 13, 2024 | Deep Learningimbalanced classification | CodeCode Available | 0 | 5 |
| ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasets | Jun 20, 2022 | BenchmarkingFraud Detection | CodeCode Available | 0 | 5 |
| A Linkage-based Doubly Imbalanced Graph Learning Framework for Face Clustering | Jul 6, 2021 | ClusteringFace Clustering | CodeCode Available | 0 | 5 |
