| Deep Reinforcement Learning for Multi-class Imbalanced Training | May 24, 2022 | Deep Reinforcement Learningimbalanced classification | CodeCode Available | 0 |
| Phased Progressive Learning with Coupling-Regulation-Imbalance Loss for Imbalanced Data Classification | May 24, 2022 | Classificationimbalanced classification | —Unverified | 0 |
| Why does Throwing Away Data Improve Worst-Group Error? | May 23, 2022 | Fairnessimbalanced classification | —Unverified | 0 |
| Automated Imbalanced Classification via Layered Learning | May 5, 2022 | Binary ClassificationClassification | —Unverified | 0 |
| A Comparison of Approaches for Imbalanced Classification Problems in the Context of Retrieving Relevant Documents for an Analysis | May 3, 2022 | imbalanced classificationRetrieval | —Unverified | 0 |
| Improving the Robustness of Federated Learning for Severely Imbalanced Datasets | Apr 28, 2022 | Federated Learningimbalanced classification | —Unverified | 0 |
| Handling Imbalanced Classification Problems With Support Vector Machines via Evolutionary Bilevel Optimization | Apr 21, 2022 | Bilevel OptimizationBinary Classification | —Unverified | 0 |
| Imbalanced Classification via a Tabular Translation GAN | Apr 19, 2022 | Binary ClassificationClassification | —Unverified | 0 |
| Balanced MSE for Imbalanced Visual Regression | Mar 30, 2022 | Age EstimationFairness | CodeCode Available | 2 |
| HardVis: Visual Analytics to Handle Instance Hardness Using Undersampling and Oversampling Techniques | Mar 29, 2022 | imbalanced classification | CodeCode Available | 0 |
| Benchmarking Deep AUROC Optimization: Loss Functions and Algorithmic Choices | Mar 27, 2022 | Benchmarkingimbalanced classification | —Unverified | 0 |
| Imbalanced Classification via Explicit Gradient Learning From Augmented Data | Feb 21, 2022 | Classificationimbalanced classification | —Unverified | 0 |
| Graph Neural Network with Curriculum Learning for Imbalanced Node Classification | Feb 5, 2022 | ClassificationGraph Classification | —Unverified | 0 |
| Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification | Feb 4, 2022 | imbalanced classification | CodeCode Available | 1 |
| Cold Start Active Learning Strategies in the Context of Imbalanced Classification | Jan 25, 2022 | Active LearningClustering | —Unverified | 0 |
| Multi-granularity Relabeled Under-sampling Algorithm for Imbalanced Data | Jan 11, 2022 | Classificationimbalanced classification | —Unverified | 0 |
| Debiased Learning from Naturally Imbalanced Pseudo-Labels | Jan 5, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| A Re-Balancing Strategy for Class-Imbalanced Classification Based on Instance Difficulty | Jan 1, 2022 | imbalanced classification | —Unverified | 0 |
| 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 |
| Feature Generation for Long-tail Classification | Nov 10, 2021 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| New Hard-thresholding Rules based on Data Splitting in High-dimensional Imbalanced Classification | Nov 5, 2021 | Binary Classificationimbalanced classification | —Unverified | 0 |
| Well-classified Examples are Underestimated in Classification with Deep Neural Networks | Oct 13, 2021 | ClassificationGraph Classification | CodeCode Available | 1 |
| Lifting Imbalanced Regression with Self-Supervised Learning | Sep 29, 2021 | imbalanced classificationregression | —Unverified | 0 |
| Bayesian Imbalanced Regression Debiasing | Sep 29, 2021 | Age Estimationimbalanced classification | —Unverified | 0 |
| Multi-loss ensemble deep learning for chest X-ray classification | Sep 29, 2021 | ClassificationDeep Learning | —Unverified | 0 |
| The Unreasonable Effectiveness of the Final Batch Normalization Layer | Sep 18, 2021 | image-classificationImage Classification | —Unverified | 0 |
| Under-bagging Nearest Neighbors for Imbalanced Classification | Sep 1, 2021 | ClassificationEnsemble Learning | —Unverified | 0 |
| Exploring Classification Equilibrium in Long-Tailed Object Detection | Aug 17, 2021 | Classificationimbalanced classification | CodeCode Available | 1 |
| Equity-Directed Bootstrapping: Examples and Analysis | Aug 14, 2021 | Binary Classificationimbalanced classification | —Unverified | 0 |
| Deep Differential Amplifier for Extractive Summarization | Aug 1, 2021 | Extractive Summarizationimbalanced classification | —Unverified | 0 |
| Deep Metric Learning Model for Imbalanced Fault Diagnosis | Jul 8, 2021 | Fault Diagnosisimbalanced classification | —Unverified | 0 |
| A Linkage-based Doubly Imbalanced Graph Learning Framework for Face Clustering | Jul 6, 2021 | ClusteringFace Clustering | CodeCode Available | 0 |
| MSE Loss with Outlying Label for Imbalanced Classification | Jul 6, 2021 | Classificationimbalanced classification | —Unverified | 0 |
| Optimal Binary Classification Beyond Accuracy | Jul 5, 2021 | Binary ClassificationClassification | CodeCode Available | 0 |
| Momentum Accelerates the Convergence of Stochastic AUPRC Maximization | Jul 2, 2021 | imbalanced classificationStochastic Optimization | —Unverified | 0 |
| DASO: Distribution-Aware Semantics-Oriented Pseudo-label for Imbalanced Semi-Supervised Learning | Jun 10, 2021 | imbalanced classificationPseudo Label | CodeCode Available | 1 |
| White Paper Assistance: A Step Forward Beyond the Shortcut Learning | Jun 8, 2021 | imbalanced classification | —Unverified | 0 |
| Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics | Jun 8, 2021 | Age And Gender ClassificationBenchmarking | CodeCode Available | 1 |
| ImGAGN:Imbalanced Network Embedding via Generative Adversarial Graph Networks | Jun 5, 2021 | AttributeClassification | CodeCode Available | 1 |
| Zero Initialised Unsupervised Active Learning by Optimally Balanced Entropy-Based Sampling for Imbalanced Problems | May 24, 2021 | Active LearningBIG-bench Machine Learning | CodeCode Available | 0 |
| GMOTE: Gaussian based minority oversampling technique for imbalanced classification adapting tail probability of outliers | May 9, 2021 | ClusteringGeneral Classification | —Unverified | 0 |
| A Minimax Probability Machine for Non-Decomposable Performance Measures | Feb 28, 2021 | Binary ClassificationClassification | —Unverified | 0 |
| MalNet: A Large-Scale Image Database of Malicious Software | Jan 31, 2021 | Feature Engineeringimbalanced classification | CodeCode Available | 1 |
| Provably Training Overparameterized Neural Network Classifiers with Non-convex Constraints | Dec 30, 2020 | Fairnessimbalanced classification | —Unverified | 0 |
| Adaptive Threshold for Online Object Recognition and Re-identification Tasks | Dec 28, 2020 | ClassificationFace Recognition | CodeCode Available | 1 |
| Attentional-Biased Stochastic Gradient Descent | Dec 13, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| ReMix: Calibrated Resampling for Class Imbalance in Deep learning | Dec 3, 2020 | Deep Learningimbalanced classification | —Unverified | 0 |
| Binary Classification: Counterbalancing Class Imbalance by Applying Regression Models in Combination with One-Sided Label Shifts | Nov 30, 2020 | Binary ClassificationClassification | —Unverified | 0 |
| A Large-Scale Database for Graph Representation Learning | Nov 16, 2020 | DiversityGraph Neural Network | CodeCode Available | 1 |
| Improving Model Accuracy for Imbalanced Image Classification Tasks by Adding a Final Batch Normalization Layer: An Empirical Study | Nov 12, 2020 | image-classificationImage Classification | —Unverified | 0 |
