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Machine Learning
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Data Augmentation
3622 directly classified papers
Papers per year
2002: 2
2006: 1
2008: 2
2009: 1
2011: 3
2012: 3
2013: 9
2014: 8
2015: 7
2016: 35
2017: 45
2018: 108
2019: 239
2020: 329
2021: 477
2022: 518
2023: 607
2024: 561
2025: 546
2026: 121
Papers
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks
IJCNLP 2019
Multi-Domain Goal-Oriented Dialogues (MultiDoGO): Strategies toward Curating and Annotating Large Scale Dialogue Data
IJCNLP 2019
Towards Actual (Not Operational) Textual Style Transfer Auto-Evaluation
EMNLP 2019
A Deep Generative Model for Code Switched Text
IJCAI 2019
What’s Most Broken? A Tool to Assist Data-Driven Iterative Improvement of an Intelligent Tutoring System
AAAI 2019
Submodular Optimization-based Diverse Paraphrasing and its Effectiveness in Data Augmentation
NAACL 2019
Courteously Yours: Inducing courteous behavior in Customer Care responses using Reinforced Pointer Generator Network
NAACL 2019
Generative Image Translation for Data Augmentation of Bone Lesion Pathology
MIDL 2019
Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization
IJCNLP 2019
DavinciGAN: Unpaired Surgical Instrument Translation for Data Augmentation
MIDL 2019
Far-Field End-to-End Text-Dependent Speaker Verification Based on Mixed Training Data with Transfer Learning and Enrollment Data Augmentation
INTERSPEECH 2019
HighRES: Highlight-based Reference-less Evaluation of Summarization
ACL 2019
Explicit Utilization of General Knowledge in Machine Reading Comprehension
ACL 2019
Generalized Data Augmentation for Low-Resource Translation
ACL 2019
Concept Pointer Network for Abstractive Summarization
IJCNLP 2019
Domain Adaptive Text Style Transfer
IJCNLP 2019
Augmenting Neural Networks with First-order Logic
ACL 2019
Target Conditioned Sampling: Optimizing Data Selection for Multilingual Neural Machine Translation
ACL 2019
Self-Ensembling With GAN-Based Data Augmentation for Domain Adaptation in Semantic Segmentation
ICCV 2019
Physics-Based Rendering for Improving Robustness to Rain
ICCV 2019
A Summarization System for Scientific Documents
EMNLP 2019
Abstract Text Summarization: A Low Resource Challenge
IJCNLP 2019
Is artificial data useful for biomedical Natural Language Processing algorithms?
ACL 2019
APE through Neural and Statistical MT with Augmented Data. ADAPT/DCU Submission to the WMT 2019 APE Shared Task
ACL 2019
ConvSent at CLPsych 2019 Task A: Using Post-level Sentiment Features for Suicide Risk Prediction on Reddit
NAACL 2019
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