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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Measuring Vegetation Density in Marsh Grass Photographs Using Deep Neural Networks (Student Abstract) AAAI 2021
How Does Data Augmentation Affect Privacy in Machine Learning? AAAI 2021
Mitigating Data Scarceness through Data Synthesis, Augmentation and Curriculum for Abstractive Summarization EMNLP 2021
Beyond Grammatical Error Correction: Improving L1-influenced research writing in English using pre-trained encoder-decoder models EMNLP 2021
AEDA: An Easier Data Augmentation Technique for Text Classification EMNLP 2021
Data Efficient Masked Language Modeling for Vision and Language EMNLP 2021
Fight Fire with Fire: Fine-tuning Hate Detectors using Large Samples of Generated Hate Speech EMNLP 2021
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks AAAI 2021
Joint-Label Learning by Dual Augmentation for Time Series Classification AAAI 2021
Kernel-convoluted Deep Neural Networks with Data Augmentation AAAI 2021
DPM: A Novel Training Method for Physics-Informed Neural Networks in Extrapolation AAAI 2021
Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case EMNLP 2021
Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing EMNLP 2021
Interpretable Minority Synthesis for Imbalanced Classification IJCAI 2021
Isotonic Data Augmentation for Knowledge Distillation IJCAI 2021
Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation IJCAI 2021
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks NAACL 2021
PanGEA: The Panoramic Graph Environment Annotation Toolkit NAACL 2021
Non-contact Pain Recognition from Video Sequences with Remote Physiological Measurements Prediction IJCAI 2021
Adversarial Data Augmentation for Disordered Speech Recognition INTERSPEECH 2021
Device Playback Augmentation with Echo Cancellation for Keyword Spotting INTERSPEECH 2021
Reinforced Counterfactual Data Augmentation for Dual Sentiment Classification EMNLP 2021
Data Filtering using Cross-Lingual Word Embeddings NAACL 2021
UniDrop: A Simple yet Effective Technique to Improve Transformer without Extra Cost NAACL 2021
Sentence Concatenation Approach to Data Augmentation for Neural Machine Translation NAACL 2021