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Machine Learning
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Data Augmentation
3,622 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
PCC: Paraphrasing with Bottom-k Sampling and Cyclic Learning for Curriculum Data Augmentation
EACL 2023
Retrieval-Based Transformer for Table Augmentation
ACL 2023
WADER at SemEval-2023 Task 9: A Weak-labelling framework for Data augmentation in tExt Regression Tasks
SEMEVAL 2023
MixBag: Bag-Level Data Augmentation for Learning from Label Proportions
ICCV 2023
Estimating Numbers without Regression
EACL 2023
DSHacker at SemEval-2023 Task 3: Genres and Persuasion Techniques Detection with Multilingual Data Augmentation through Machine Translation and Text Generation
SEMEVAL 2023
Stanford MLab at SemEval-2023 Task 10: Exploring GloVe- and Transformer-Based Methods for the Explainable Detection of Online Sexism
SEMEVAL 2023
VBD_NLP at SemEval-2023 Task 2: Named Entity Recognition Systems Enhanced by BabelNet and Wikipedia
SEMEVAL 2023
Reinforce Data, Multiply Impact: Improved Model Accuracy and Robustness with Dataset Reinforcement
ICCV 2023
Pre-trained Language Model with Prompts for Temporal Knowledge Graph Completion
ACL 2023
PROTEGE: Prompt-based Diverse Question Generation from Web Articles
EMNLP 2023
WKU_NLP at SemEval-2023 Task 9: Translation Augmented Multilingual Tweet Intimacy Analysis
SEMEVAL 2023
Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning
ICCV 2023
Benchmarking Robustness to Adversarial Image Obfuscations
NIPS 2023
Incomplete learning of multi-modal connectome for brain disorder diagnosis via modal-mixup and deep supervision
MIDL 2023
ScoreNet: Learning Non-Uniform Attention and Augmentation for Transformer-Based Histopathological Image Classification
WACV 2023
Cross-Domain Data Augmentation with Domain-Adaptive Language Modeling for Aspect-Based Sentiment Analysis
ACL 2023
Sea_and_Wine at SemEval-2023 Task 9: A Regression Model with Data Augmentation for Multilingual Intimacy Analysis
SEMEVAL 2023
Cut-Paste Consistency Learning for Semi-Supervised Lesion Segmentation
WACV 2023
MIM4DD: Mutual Information Maximization for Dataset Distillation
NIPS 2023
Fused Gromov-Wasserstein Graph Mixup for Graph-level Classifications
NIPS 2023
GBT: Generative Boosting Training Approach for Paraphrase Identification
EMNLP 2023
Painsight: An Extendable Opinion Mining Framework for Detecting Pain Points Based on Online Customer Reviews
ACL 2023
Compositional Data Augmentation for Abstractive Conversation Summarization
ACL 2023
OT-Filter: An Optimal Transport Filter for Learning With Noisy Labels
CVPR 2023
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