{"total":28,"rows":[{"id":"2203.11070","title":"From Concept Drift to Model Degradation: An Overview on Performance-Aware Drift Detectors","created":"2022-03-21","cited_by_count":83,"area":null},{"id":"2204.03719","title":"A survey on learning from imbalanced data streams: taxonomy, challenges, empirical study, and reproducible experimental framework","created":"2022-04-07","cited_by_count":39,"area":null},{"id":"2304.02858","title":"A review of ensemble learning and data augmentation models for class imbalanced problems: combination, implementation and evaluation","created":"2023-04-06","cited_by_count":25,"area":null},{"id":"2309.11356","title":"A Comprehensive Survey on Rare Event Prediction","created":"2023-09-20","cited_by_count":18,"area":null},{"id":"2104.10228","title":"Concept Drift Detection from Multi-Class Imbalanced Data Streams","created":"2021-04-20","cited_by_count":13,"area":null},{"id":"2210.01090","title":"Nonstationary data stream classification with online active learning and siamese neural networks","created":"2022-10-03","cited_by_count":12,"area":null},{"id":"2209.01610","title":"Generalization in Neural Networks: A Broad Survey","created":"2022-09-04","cited_by_count":11,"area":null},{"id":"2102.05983","title":"Tackling Virtual and Real Concept Drifts: An Adaptive Gaussian Mixture Model","created":"2021-02-11","cited_by_count":9,"area":null},{"id":"2305.08977","title":"Autoencoder-based Anomaly Detection in Streaming Data with Incremental Learning and Concept Drift Adaptation","created":"2023-05-15","cited_by_count":9,"area":null},{"id":"2210.04949","title":"A Hybrid Active-Passive Approach to Imbalanced Nonstationary Data Stream Classification","created":"2022-10-10","cited_by_count":7,"area":null},{"id":"2102.01979","title":"Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice","created":"2021-02-03","cited_by_count":6,"area":null},{"id":"2210.06873","title":"Data augmentation on-the-fly and active learning in data stream classification","created":"2022-10-13","cited_by_count":5,"area":null},{"id":"2202.13471","title":"ONE-NAS: An Online NeuroEvolution based Neural Architecture Search for Time Series Forecasting","created":"2022-02-27","cited_by_count":3,"area":null},{"id":"2211.04624","title":"Cold Start Streaming Learning for Deep Networks","created":"2022-11-09","cited_by_count":3,"area":null},{"id":"2211.12989","title":"Unsupervised Unlearning of Concept Drift with Autoencoders","created":"2022-11-23","cited_by_count":3,"area":null},{"id":"2302.11966","title":"Machine Learning for QoS Prediction in Vehicular Communication: Challenges and Solution Approaches","created":"2023-02-23","cited_by_count":2,"area":null},{"id":"2402.07586","title":"Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning","created":"2024-02-12","cited_by_count":2,"area":null},{"id":"2404.15836","title":"Employing Two-Dimensional Word Embedding for Difficult Tabular Data Stream Classification","created":"2024-04-24","cited_by_count":2,"area":null},{"id":"2308.14845","title":"SMOClust: Synthetic Minority Oversampling based on Stream Clustering for Evolving Data Streams","created":"2023-08-28","cited_by_count":1,"area":null},{"id":"2402.12627","title":"A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective","created":"2024-02-20","cited_by_count":1,"area":null},{"id":"2504.04613","title":"SiameseDuo++: Active Learning from Data Streams with Dual Augmented Siamese Networks","created":"2025-04-06","cited_by_count":1,"area":null},{"id":"2209.09932","title":"Comparative analysis of real bugs in open-source Machine Learning projects -- A Registered Report","created":"2022-09-20","cited_by_count":0,"area":null},{"id":"2309.09175","title":"Imbalanced Data Stream Classification using Dynamic Ensemble Selection","created":"2023-09-17","cited_by_count":0,"area":null},{"id":"2403.05758","title":"Automating Catheterization Labs with Real-Time Perception","created":"2024-03-09","cited_by_count":0,"area":null},{"id":"2407.10807","title":"Employing Sentence Space Embedding for Classification of Data Stream from Fake News Domain","created":"2024-07-15","cited_by_count":0,"area":null},{"id":"2508.11353","title":"Harmonized Gradient Descent for Class Imbalanced Data Stream Online Learning","created":"2025-08-15","cited_by_count":0,"area":null},{"id":"2601.19481","title":"Online Regime-aware Calibration for Black-box Social Simulators via Posterior-assisted Evolutionary Dynamic Optimization","created":"2026-01-27","cited_by_count":0,"area":null},{"id":"2602.09681","title":"Resilient Class-Incremental Learning: on the Interplay of Drifting, Unlabelled and Imbalanced Data Streams","created":"2026-02-10","cited_by_count":0,"area":null}],"next_cursor":null}