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Data Augmentation

3622 directly classified papers

Papers per year

Papers

KAFK at SemEval-2020 Task 12: Checkpoint Ensemble of Transformers for Hate Speech Classification COLING 2020
BUT-FIT at SemEval-2020 Task 4: Multilingual Commonsense SEMEVAL 2020
Task-Oriented Dialog Systems That Consider Multiple Appropriate Responses under the Same Context AAAI 2020
Learn to Augment: Joint Data Augmentation and Network Optimization for Text Recognition CVPR 2020
Differentiable Augmentation for Data-Efficient GAN Training NIPS 2020
Post-training Iterative Hierarchical Data Augmentation for Deep Networks NIPS 2020
Low Distortion Block-Resampling with Spatially Stochastic Networks NIPS 2020
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data Augmentation NIPS 2020
Training Generative Adversarial Networks with Limited Data NIPS 2020
Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness NIPS 2020
A Group-Theoretic Framework for Data Augmentation NIPS 2020
Learning Loss for Test-Time Augmentation NIPS 2020
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation NIPS 2020
Unsupervised Data Augmentation for Consistency Training NIPS 2020
Glow-TTS: A Generative Flow for Text-to-Speech via Monotonic Alignment Search NIPS 2020
Identifying Mislabeled Data using the Area Under the Margin Ranking NIPS 2020
NLPDove at SemEval-2020 Task 12: Improving Offensive Language Detection with Cross-lingual Transfer SEMEVAL 2020
GRACE: Generating Summary Reports Automatically for Cognitive Assistance in Emergency Response AAAI 2020
Stimulating Creativity with FunLines: A Case Study of Humor Generation in Headlines ACL 2020
Extending ImageNet to Arabic using Arabic WordNet ACL 2020
AlexU-BackTranslation-TL at SemEval-2020 Task 12: Improving Offensive Language Detection Using Data Augmentation and Transfer Learning SEMEVAL 2020
KEIS@JUST at SemEval-2020 Task 12: Identifying Multilingual Offensive Tweets Using Weighted Ensemble and Fine-Tuned BERT SEMEVAL 2020
WMD at SemEval-2020 Tasks 7 and 11: Assessing Humor and Propaganda Using Unsupervised Data Augmentation SEMEVAL 2020
Logic-Guided Data Augmentation and Regularization for Consistent Question Answering ACL 2020
Data Manipulation: Towards Effective Instance Learning for Neural Dialogue Generation via Learning to Augment and Reweight ACL 2020