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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

Metropolis-Hastings Data Augmentation for Graph Neural Networks NIPS 2021
Automatic Data Augmentation for Generalization in Reinforcement Learning NIPS 2021
Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL NIPS 2021
Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation NIPS 2021
Improving Transferability of Representations via Augmentation-Aware Self-Supervision NIPS 2021
Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer NIPS 2021
LADA: Look-Ahead Data Acquisition via Augmentation for Deep Active Learning NIPS 2021
Data Augmentation Can Improve Robustness NIPS 2021
Contextual Similarity Aggregation with Self-attention for Visual Re-ranking NIPS 2021
A Continuous Mapping For Augmentation Design NIPS 2021
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning NIPS 2021
Model Uncertainty Guides Visual Object Tracking AAAI 2021
Modeling the Probabilistic Distribution of Unlabeled Data for One-shot Medical Image Segmentation AAAI 2021
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View AAAI 2021
Contrastive Self-supervised Learning for Graph Classification AAAI 2021
LIREx: Augmenting Language Inference with Relevant Explanations AAAI 2021
A Deep Learning Framework for Improving Lameness Identification in Dairy Cattle AAAI 2021
Learning to Perturb Word Embeddings for Out-of-distribution QA ACL 2021
MulDA: A Multilingual Data Augmentation Framework for Low-Resource Cross-Lingual NER ACL 2021
Maastricht University’s Multilingual Speech Translation System for IWSLT 2021 ACL 2021
DeepBlueAI at SemEval-2021 Task 1: Lexical Complexity Prediction with A Deep Ensemble Approach ACL 2021
Cambridge at SemEval-2021 Task 2: Neural WiC-Model with Data Augmentation and Exploration of Representation ACL 2021
SRPOL DIALOGUE SYSTEMS at SemEval-2021 Task 5: Automatic Generation of Training Data for Toxic Spans Detection ACL 2021
NLPIITR at SemEval-2021 Task 6: RoBERTa Model with Data Augmentation for Persuasion Techniques Detection ACL 2021
Zero-pronoun Data Augmentation for Japanese-to-English Translation ACL 2021