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data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Advancing Sequence-to-Sequence Based Speech Recognition INTERSPEECH 2019
MIGAN: Malware Image Synthesis Using GANs AAAI 2019
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification NAACL 2019
Submodular Optimization-based Diverse Paraphrasing and its Effectiveness in Data Augmentation NAACL 2019
SINAI-DL at SemEval-2019 Task 7: Data Augmentation and Temporal Expressions SEMEVAL 2019
SSN-SPARKS at SemEval-2019 Task 9: Mining Suggestions from Online Reviews using Deep Learning Techniques on Augmented Data SEMEVAL 2019
Data Augmentation for Context-Sensitive Neural Lemmatization Using Inflection Tables and Raw Text NAACL 2019
FakeTables: Using GANs to Generate Functional Dependency Preserving Tables with Bounded Real Data IJCAI 2019
Linguistically Motivated Parallel Data Augmentation for Code-Switch Language Modeling INTERSPEECH 2019
Can Neural Networks Understand Monotonicity Reasoning? ACL 2019
Anonymized BERT: An Augmentation Approach to the Gendered Pronoun Resolution Challenge ACL 2019
SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition INTERSPEECH 2019
Data Fine-Tuning AAAI 2019
Robust Multi-Object Detection Based on Data Augmentation with Realistic Image Synthesis for Point-of-Sale Automation AAAI 2019
Multi-modal Discriminative Model for Vision-and-Language Navigation NAACL 2019
Data Augmentation for Spoken Language Understanding via Joint Variational Generation AAAI 2019
Insufficient Data Can Also Rock! Learning to Converse Using Smaller Data with Augmentation AAAI 2019
Data-Distortion Guided Self-Distillation for Deep Neural Networks AAAI 2019
Neural Inverse Knitting: From Images to Manufacturing Instructions ICML 2019
Does Data Augmentation Lead to Positive Margin? ICML 2019
Bayesian Generative Active Deep Learning ICML 2019
Unsupervised Label Noise Modeling and Loss Correction ICML 2019
Data Shapley: Equitable Valuation of Data for Machine Learning ICML 2019
Speech Replay Detection with x-Vector Attack Embeddings and Spectral Features INTERSPEECH 2019
The DKU Replay Detection System for the ASVspoof 2019 Challenge: On Data Augmentation, Feature Representation, Classification, and Fusion INTERSPEECH 2019