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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

Wav2Vec-Aug: Improved self-supervised training with limited data INTERSPEECH 2022
PISA: PoIncaré Saliency-Aware Interpolative Augmentation INTERSPEECH 2022
Novel Augmentation Schemes for Device Robust Acoustic Scene Classification INTERSPEECH 2022
Imagine by Reasoning: A Reasoning-Based Implicit Semantic Data Augmentation for Long-Tailed Classification AAAI 2022
Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine Learning AAAI 2022
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization AAAI 2022
PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks AAAI 2022
Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-Supervised Action Recognition AAAI 2022
Logit Perturbation AAAI 2022
Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning AAAI 2022
Barely-Supervised Learning: Semi-supervised Learning with Very Few Labeled Images AAAI 2022
Correlation Field for Boosting 3D Object Detection in Structured Scenes AAAI 2022
Exploiting Mixed Unlabeled Data for Detecting Samples of Seen and Unseen Out-of-Distribution Classes AAAI 2022
ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022
SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems AAAI 2022
Combating Sampling Bias: A Self-Training Method in Credit Risk Models AAAI 2022
Predictive Maintenance for General Aviation Using Convolutional Transformers AAAI 2022
A Fusion-Denoising Attack on InstaHide with Data Augmentation AAAI 2022
GenCo: Generative Co-training for Generative Adversarial Networks with Limited Data AAAI 2022
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022
De-Bias for Generative Extraction in Unified NER Task ACL 2022
MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER ACL 2022
Measuring and Mitigating Name Biases in Neural Machine Translation ACL 2022
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data ACL 2022
Tailor: Generating and Perturbing Text with Semantic Controls ACL 2022