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Data Augmentation

3622 directly classified papers

Papers per year

Papers

EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders MLHC 2021
RarePlanes: Synthetic Data Takes Flight WACV 2021
Data Augmentation for Abstractive Query-Focused Multi-Document Summarization AAAI 2021
HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ACL 2021
Machine Reading Comprehension as Data Augmentation: A Case Study on Implicit Event Argument Extraction EMNLP 2021
MASKER: Masked Keyword Regularization for Reliable Text Classification AAAI 2021
C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling AAAI 2021
OoMMix: Out-of-manifold Regularization in Contextual Embedding Space for Text Classification ACL 2021
Learning to Augment for Data-scarce Domain BERT Knowledge Distillation AAAI 2021
Reinforcement Learning for Abstractive Question Summarization with Question-aware Semantic Rewards ACL 2021
Towards Balanced Defect Prediction with Better Information Propagation AAAI 2021
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models ACL 2021
Funnel Deep Complex U-Net for Phase-Aware Speech Enhancement INTERSPEECH 2021
Proteno: Text Normalization with Limited Data for Fast Deployment in Text to Speech Systems NAACL 2021
BOUN at SemEval-2021 Task 9: Text Augmentation Techniques for Fact Verification in Tabular Data SEMEVAL 2021
AutoFlow: Learning a Better Training Set for Optical Flow CVPR 2021
Curriculum Labeling: Revisiting Pseudo-Labeling for Semi-Supervised Learning AAAI 2021
Text Augmentation Techniques in Drug Adverse Effect Detection Task NAACL 2021
Boosting Multi-task Learning Through Combination of Task Labels - with Applications in ECG Phenotyping AAAI 2021
Improving Label Noise Robustness with Data Augmentation and Semi-Supervised Learning (Student Abstract) AAAI 2021
Evolutionary Approach for AutoAugment Using the Thermodynamical Genetic Algorithm AAAI 2021
Can We Improve Model Robustness through Secondary Attribute Counterfactuals? EMNLP 2021
DeepBlueAI at SemEval-2021 Task 1: Lexical Complexity Prediction with A Deep Ensemble Approach ACL 2021
Online Class-Incremental Continual Learning with Adversarial Shapley Value AAAI 2021
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning SEMEVAL 2021