Data Augmentation

Intra-Class Part Swapping for Fine-Grained Image Classification WACV 2021 Invertible Tabular GANs: Killing Two Birds with One Stone for Tabular Data Synthesis NeurIPS 2021 Investigating Feature Selection and Explainability for COVID-19 Diagnostics from Cough Sounds Interspeech 2021 Investigation on Data Adaptation Techniques for Neural Named Entity Recognition ACL 2021 Isotonic Data Augmentation for Knowledge Distillation IJCAI 2021 Joining datasets via data augmentation in the label space for neural networks ICML 2021 Joint-Label Learning by Dual Augmentation for Time Series Classification AAAI 2021 Joint Summarization-Entailment Optimization for Consumer Health Question Understanding NAACL 2021 KeepAugment: A Simple Information-Preserving Data Augmentation Approach CVPR 2021 Kernel-convoluted Deep Neural Networks with Data Augmentation AAAI 2021 Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training NAACL 2021 LADA: Look-Ahead Data Acquisition via Augmentation for Deep Active Learning NeurIPS 2021 Language Conditioned Imitation Learning Over Unstructured Data RSS 2021 Large-Scale English-Japanese Simultaneous Interpretation Corpus: Construction and Analyses with Sentence-Aligned Data ACL 2021 LAST at CMCL 2021 Shared Task: Predicting Gaze Data During Reading with a Gradient Boosting Decision Tree Approach NAACL 2021 LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ACL 2021 Learning Backchanneling Behaviors for a Social Robot via Data Augmentation from Human-Human Conversations CoRL 2021 Learning Data Augmentation Schedules for Natural Language Processing EMNLP 2021 Learning Data Augmentation With Online Bilevel Optimization for Image Classification WACV 2021 Learning Debiased Representation via Disentangled Feature Augmentation NeurIPS 2021 Learning Feature Weights using Reward Modeling for Denoising Parallel Corpora EMNLP 2021 Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding EMNLP 2021 Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ACL 2021 Learning perturbation sets for robust machine learning ICLR 2021 Learning to Augment for Data-scarce Domain BERT Knowledge Distillation AAAI 2021