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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

ParaZh-22M: A Large-Scale Chinese Parabank via Machine Translation COLING 2022
GraDA: Graph Generative Data Augmentation for Commonsense Reasoning COLING 2022
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification COLING 2022
CILDA: Contrastive Data Augmentation Using Intermediate Layer Knowledge Distillation COLING 2022
Dataset Augmentation in Papyrology with Generative Models: A Study of Synthetic Ancient Greek Character Images IJCAI 2022
Adversarial Bi-Regressor Network for Domain Adaptive Regression IJCAI 2022
On Mixup Regularization JMLR 2022
PM-MMUT: Boosted Phone-mask Data Augmentation using Multi-Modeling Unit Training for Phonetic-Reduction-Robust E2E Speech Recognition INTERSPEECH 2022
Low-data? No problem: low-resource, language-agnostic conversational text-to-speech via F0-conditioned data augmentation INTERSPEECH 2022
Mitigating bias against non-native accents INTERSPEECH 2022
Non-Parallel Voice Conversion for ASR Augmentation INTERSPEECH 2022
Voice Conversion Can Improve ASR in Very Low-Resource Settings INTERSPEECH 2022
When Is TTS Augmentation Through a Pivot Language Useful? INTERSPEECH 2022
Synthesizing Near Native-accented Speech for a Non-native Speaker by Imitating the Pronunciation and Prosody of a Native Speaker INTERSPEECH 2022
Improving Data Driven Inverse Text Normalization using Data Augmentation and Machine Translation INTERSPEECH 2022
Transplantation of Conversational Speaking Style with Interjections in Sequence-to-Sequence Speech Synthesis INTERSPEECH 2022
Augmented Adversarial Self-Supervised Learning for Early-Stage Alzheimer's Speech Detection INTERSPEECH 2022
A Multi-grained based Attention Network for Semi-supervised Sound Event Detection INTERSPEECH 2022
RCT: Random consistency training for semi-supervised sound event detection INTERSPEECH 2022
Generative Data Augmentation Guided by Triplet Loss for Speech Emotion Recognition INTERSPEECH 2022
Leveraging Pseudo-labeled Data to Improve Direct Speech-to-Speech Translation INTERSPEECH 2022
Improving Out-of-Distribution Robustness via Selective Augmentation ICML 2022
How Tempering Fixes Data Augmentation in Bayesian Neural Networks ICML 2022
Lie Point Symmetry Data Augmentation for Neural PDE Solvers ICML 2022
You Only Cut Once: Boosting Data Augmentation with a Single Cut ICML 2022