Data Augmentation

A Kernel Theory of Modern Data Augmentation ICML 2019 ALTER: Auxiliary Text Rewriting Tool for Natural Language Generation EMNLP 2019 AMASS: Archive of Motion Capture As Surface Shapes ICCV 2019 An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation EMNLP 2019 An End-to-End Audio Classification System Based on Raw Waveforms and Mix-Training Strategy Interspeech 2019 An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering EMNLP 2019 Anonymized BERT: An Augmentation Approach to the Gendered Pronoun Resolution Challenge ACL 2019 APE through Neural and Statistical MT with Augmented Data. ADAPT/DCU Submission to the WMT 2019 APE Shared Task ACL 2019 A Robust Framework for Acoustic Scene Classification Interspeech 2019 Artificial Error Generation with Fluency Filtering ACL 2019 A Scalable Noisy Speech Dataset and Online Subjective Test Framework Interspeech 2019 A Study of Incorrect Paraphrases in Crowdsourced User Utterances NAACL 2019 A Summarization System for Scientific Documents EMNLP 2019 A systematic comparison of methods for low-resource dependency parsing on genuinely low-resource languages EMNLP 2019 Attention and Lexicon Regularized LSTM for Aspect-based Sentiment Analysis ACL 2019 Audio Tagging with Compact Feedforward Sequential Memory Network and Audio-to-Audio Ratio Based Data Augmentation Interspeech 2019 AugBoost: Gradient Boosting Enhanced with Step-Wise Feature Augmentation IJCAI 2019 Augmenting a German Morphological Database by Data-Intense Methods ACL 2019 Augmenting Neural Networks with First-order Logic ACL 2019 AutoAugment: Learning Augmentation Strategies From Data CVPR 2019 Automatically Learning Data Augmentation Policies for Dialogue Tasks EMNLP 2019 Bag of Tricks for Image Classification with Convolutional Neural Networks CVPR 2019 Benefits of Data Augmentation for NMT-based Text Normalization of User-Generated Content EMNLP 2019 Bias Correction of Learned Generative Models using Likelihood-Free Importance Weighting NeurIPS 2019 BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarization ACL 2019