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Data Augmentation

3,622 papers

Papers per year

Papers

Conversational Bots for Psychotherapy: A Study of Generative Transformer Models Using Domain-specific Dialogues ACL 2022
Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NIPS 2022
“Devils Are in the Details”: Annotating Specificity of Clinical Advice from Medical Literature NAACL 2022
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ACL 2022
End-to-end Mispronunciation Detection with Simulated Error Distance INTERSPEECH 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022
Is it out yet? Automatic Future Product Releases Extraction from Web Data EMNLP 2022
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022
Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model ACL 2022
Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NIPS 2022
Exploring Representation-level Augmentation for Code Search EMNLP 2022
FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition COLING 2022
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data AAAI 2022
SI2M & AIOX Labs at WANLP 2022 Shared Task: Propaganda Detection in Arabic, A Data Augmentation and Name Entity Recognition Approach EMNLP 2022
Day-to-Night Image Synthesis for Training Nighttime Neural ISPs CVPR 2022
SimVQA: Exploring Simulated Environments for Visual Question Answering CVPR 2022
Fusing Priori and Posteriori Metrics for Automatic Dataset Annotation of Planar Grasping CORL 2022
Toward More Meaningful Resources for Lower-resourced Languages ACL 2022
A Theory of PAC Learnability under Transformation Invariances NIPS 2022
Leveraging Affirmative Interpretations from Negation Improves Natural Language Understanding EMNLP 2022
Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022
Let There Be a Clock on the Beach: Reducing Object Hallucination in Image Captioning WACV 2022
Qtrade AI at SemEval-2022 Task 11: An Unified Framework for Multilingual NER Task NAACL 2022
Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets ICML 2022
UU-Tax at SemEval-2022 Task 3: Improving the generalizability of language models for taxonomy classification through data augmentation SEMEVAL 2022