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Data Augmentation

3,622 papers

Papers per year

Papers

Improving Out-of-Distribution Robustness via Selective Augmentation ICML 2022
G-Mixup: Graph Data Augmentation for Graph Classification ICML 2022
CS/NLP at SemEval-2022 Task 4: Effective Data Augmentation Methods for Patronizing Language Detection and Multi-label Classification with RoBERTa and GPT3 NAACL 2022
Degrade Is Upgrade: Learning Degradation for Low-Light Image Enhancement AAAI 2022
Negative Sample is Negative in Its Own Way: Tailoring Negative Sentences for Image-Text Retrieval NAACL 2022
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing IJCNLP 2022
Augmented Bio-SBERT: Improving Performance for Pairwise Sentence Tasks in Bio-medical Domain COLING 2022
SZLoc: A Multi-resolution Architecture for Automated Epileptic Seizure Localization from Scalp EEG MIDL 2022
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification COLING 2022
Syntax-driven Data Augmentation for Named Entity Recognition COLING 2022
UTNLP at SemEval-2022 Task 6: A Comparative Analysis of Sarcasm Detection Using Generative-based and Mutation-based Data Augmentation NAACL 2022
BPE beyond Word Boundary: How NOT to use Multi Word Expressions in Neural Machine Translation ACL 2022
One Wug, Two Wug+s Transformer Inflection Models Hallucinate Affixes ACL 2022
GenLabel: Mixup Relabeling using Generative Models ICML 2022
Spectral Modification Based Data Augmentation For Improving End-to-End ASR For Children’s Speech INTERSPEECH 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ACL 2022
Play música alegre: A Large-Scale Empirical Analysis of Cross-Lingual Phenomena in Voice Assistant Interactions EMNLP 2022
MEMO: Test Time Robustness via Adaptation and Augmentation NIPS 2022
Touching a NeRF: Leveraging Neural Radiance Fields for Tactile Sensory Data Generation CORL 2022
Data Augmentation for Compositional Data: Advancing Predictive Models of the Microbiome NIPS 2022
Fraunhofer SIT@SMM4H’22: Learning to Predict Stances and Premises in Tweets related to COVID-19 Health Orders Using Generative Models COLING 2022
Amrita_CEN at SemEval-2022 Task 4: Oversampling-based Machine Learning Approach for Detecting Patronizing and Condescending Language SEMEVAL 2022
Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations ICML 2022
TTS-by-TTS 2: Data-Selective Augmentation for Neural Speech Synthesis Using Ranking Support Vector Machine with Variational Autoencoder INTERSPEECH 2022