Data Augmentation

Exploiting Synthetically Generated Data with Semi-Supervised Learning for Small and Imbalanced Datasets AAAI 2019 Exploring Pre-trained Language Models for Event Extraction and Generation ACL 2019 FakeTables: Using GANs to Generate Functional Dependency Preserving Tables with Bounded Real Data IJCAI 2019 FAMULUS: Interactive Annotation and Feedback Generation for Teaching Diagnostic Reasoning EMNLP 2019 Far-Field End-to-End Text-Dependent Speaker Verification Based on Mixed Training Data with Transfer Learning and Enrollment Data Augmentation Interspeech 2019 Fast AutoAugment NeurIPS 2019 Few-Shot Learning via Saliency-Guided Hallucination of Samples CVPR 2019 Filtering of Noisy Parallel Corpora Based on Hypothesis Generation ACL 2019 Findings of the WMT 2019 Shared Task on Parallel Corpus Filtering for Low-Resource Conditions ACL 2019 Fixing the train-test resolution discrepancy NeurIPS 2019 Forget a Bit to Learn Better: Soft Forgetting for CTC-Based Automatic Speech Recognition Interspeech 2019 Formality Style Transfer for Noisy, User-generated Conversations: Extracting Labeled, Parallel Data from Unlabeled Corpora EMNLP 2019 Front-End Feature Compensation and Denoising for Noise Robust Speech Emotion Recognition Interspeech 2019 Fusing Recalibrated Features and Depthwise Separable Convolution for the Mangrove Bird Sound Classification ACML 2019 Generalized Data Augmentation for Low-Resource Translation ACL 2019 Generalizing Back-Translation in Neural Machine Translation ACL 2019 Generative Adversarial Networks for Extreme Learned Image Compression ICCV 2019 Generative Image Translation for Data Augmentation of Bone Lesion Pathology MIDL 2019 Generative Modeling for Small-Data Object Detection ICCV 2019 Grammatical-Error-Aware Incorrect Example Retrieval System for Learners of Japanese as a Second Language ACL 2019 Guiding Policies with Language via Meta-Learning ICLR 2019 Handling Syntactic Divergence in Low-resource Machine Translation EMNLP 2019 HARE: a Flexible Highlighting Annotator for Ranking and Exploration EMNLP 2019 HHU at SemEval-2019 Task 6: Context Does Matter - Tackling Offensive Language Identification and Categorization with ELMo SemEval 2019 HighRES: Highlight-based Reference-less Evaluation of Summarization ACL 2019