{"total":30,"rows":[{"id":"2105.11120","title":"A Fourier-based Framework for Domain Generalization","created":"2021-05-24","cited_by_count":290,"area":null},{"id":"2210.06441","title":"How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization","created":"2022-10-12","cited_by_count":40,"area":null},{"id":"2106.08062","title":"SSMix: Saliency-Based Span Mixup for Text Classification","created":"2021-06-15","cited_by_count":39,"area":null},{"id":"2111.03874","title":"Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective","created":"2021-11-06","cited_by_count":39,"area":null},{"id":"2310.18236","title":"How Re-sampling Helps for Long-Tail Learning?","created":"2023-10-27","cited_by_count":36,"area":null},{"id":"2103.06132","title":"MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks","created":"2021-03-10","cited_by_count":32,"area":null},{"id":"2212.10888","title":"A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability","created":"2022-12-21","cited_by_count":31,"area":null},{"id":"2104.04282","title":"Direct Differentiable Augmentation Search","created":"2021-04-09","cited_by_count":28,"area":null},{"id":"2202.12230","title":"Sample Efficiency of Data Augmentation Consistency Regularization","created":"2022-02-24","cited_by_count":28,"area":null},{"id":"2302.11861","title":"Out-of-Domain Robustness via Targeted Augmentations","created":"2023-02-23","cited_by_count":24,"area":null},{"id":"2112.08810","title":"Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images","created":"2021-12-16","cited_by_count":16,"area":null},{"id":"2101.04342","title":"Mixup Without Hesitation","created":"2021-01-12","cited_by_count":13,"area":null},{"id":"2410.12307","title":"DAT: Improving Adversarial Robustness via Generative Amplitude Mix-up in Frequency Domain","created":"2024-10-16","cited_by_count":12,"area":null},{"id":"2206.04242","title":"OOD Augmentation May Be at Odds with Open-Set Recognition","created":"2022-06-09","cited_by_count":6,"area":null},{"id":"2505.03809","title":"When Dynamic Data Selection Meets Data Augmentation","created":"2025-05-02","cited_by_count":6,"area":null},{"id":"2106.13749","title":"Jitter: Random Jittering Loss Function","created":"2021-06-25","cited_by_count":3,"area":null},{"id":"2403.11792","title":"SETA: Semantic-Aware Token Augmentation for Domain Generalization","created":"2024-03-18","cited_by_count":3,"area":null},{"id":"2407.18554","title":"Skin Cancer Detection utilizing Deep Learning: Classification of Skin Lesion Images using a Vision Transformer","created":"2024-07-26","cited_by_count":3,"area":null},{"id":"2101.02882","title":"Octave Mix: Data augmentation using frequency decomposition for activity recognition","created":"2021-01-08","cited_by_count":2,"area":null},{"id":"2106.04114","title":"Theoretically Motivated Data Augmentation and Regularization for Portfolio Construction","created":"2021-06-08","cited_by_count":2,"area":null},{"id":"2212.07072","title":"SMSMix: Sense-Maintained Sentence Mixup for Word Sense Disambiguation","created":"2022-12-14","cited_by_count":2,"area":null},{"id":"2403.16469","title":"Learning from Reduced Labels for Long-Tailed Data","created":"2024-03-25","cited_by_count":2,"area":null},{"id":"2101.04530","title":"Data augmentation and feature selection for automatic model recommendation in computational physics","created":"2021-01-12","cited_by_count":1,"area":null},{"id":"2205.10158","title":"Swapping Semantic Contents for Mixing Images","created":"2022-05-20","cited_by_count":1,"area":null},{"id":"2207.10351","title":"Auto Machine Learning for Medical Image Analysis by Unifying the Search on Data Augmentation and Neural Architecture","created":"2022-07-21","cited_by_count":1,"area":null},{"id":"2506.08240","title":"Dealing with the Evil Twins: Improving Random Augmentation by Addressing Catastrophic Forgetting of Diverse Augmentations","created":"2025-06-09","cited_by_count":1,"area":null},{"id":"2306.02808","title":"Deep Active Learning with Structured Neural Depth Search","created":"2023-06-05","cited_by_count":0,"area":null},{"id":"2310.01739","title":"Randomized Dimension Reduction with Statistical Guarantees","created":"2023-10-03","cited_by_count":0,"area":null},{"id":"2407.13341","title":"Hybrid Deep Learning-Based for Enhanced Occlusion Segmentation in PICU Patient Monitoring","created":"2024-07-18","cited_by_count":0,"area":null},{"id":"2502.10723","title":"A Mathematics Framework of Artificial Shifted Population Risk and Its Further Understanding Related to Consistency Regularization","created":"2025-02-15","cited_by_count":0,"area":null}],"next_cursor":null}