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Data Augmentation

434 directly classified papers

Papers per year

Papers

VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization AAAI 2022
Horses to Zebras: Ontology-Guided Data Augmentation and Synthesis for ICD-9 Coding ACL 2022
Word-level Perturbation Considering Word Length and Compositional Subwords ACL 2022
SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022
Saliency Grafting: Innocuous Attribution-Guided Mixup with Calibrated Label Mixing AAAI 2022
Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine Learning AAAI 2022
Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations AAAI 2022
Correlation Field for Boosting 3D Object Detection in Structured Scenes AAAI 2022
Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing EMNLP 2022
Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation EMNLP 2022
Synergy with Translation Artifacts for Training and Inference in Multilingual Tasks EMNLP 2022
Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues EMNLP 2022
Logit Perturbation AAAI 2022
NaturalInversion: Data-Free Image Synthesis Improving Real-World Consistency AAAI 2022
Improving Chinese Grammatical Error Detection via Data augmentation by Conditional Error Generation ACL 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness ACL 2022
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022
Learning with Limited Text Data ACL 2022
Rakuten’s Participation in WAT 2022: Parallel Dataset Filtering by Leveraging Vocabulary Heterogeneity COLING 2022
Learning to Generate Examples for Semantic Processing Tasks NAACL 2022
Transfer Learning for Robust Low-Resource Children's Speech ASR with Transformers and Source-Filter Warping INTERSPEECH 2022
Mixup regularization strategies for spoofing countermeasure system INTERSPEECH 2022
MEMO: Test Time Robustness via Adaptation and Augmentation NIPS 2022
The Effects of Regularization and Data Augmentation are Class Dependent NIPS 2022