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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
Leveraging Affirmative Interpretations from Negation Improves Natural Language Understanding
EMNLP 2022
Robust MT Evaluation with Sentence-level Multilingual Augmentation
EMNLP 2022
Let There Be a Clock on the Beach: Reducing Object Hallucination in Image Captioning
WACV 2022
Qtrade AI at SemEval-2022 Task 11: An Unified Framework for Multilingual NER Task
NAACL 2022
Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets
ICML 2022
Retrieval Based Response Letter Generation For a Customer Care Setting
NAACL 2022
UU-Tax at SemEval-2022 Task 3: Improving the generalizability of language models for taxonomy classification through data augmentation
SEMEVAL 2022
Vega-MT: The JD Explore Academy Machine Translation System for WMT22
EMNLP 2022
AIM: An Auto-Augmenter for Images and Meshes
CVPR 2022
Using Mixup as a Regularizer Can Surprisingly Improve Accuracy & Out-of-Distribution Robustness
NIPS 2022
Separating Grains from the Chaff: Using Data Filtering to Improve Multilingual Translation for Low-Resourced African Languages
EMNLP 2022
SPDB Innovation Lab at SemEval-2022 Task 10: A Novel End-to-End Structured Sentiment Analysis Model based on the ERNIE-M
NAACL 2022
Data Augmentation as Feature Manipulation
ICML 2022
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models
ACL 2022
Transfer Learning for Robust Low-Resource Children's Speech ASR with Transformers and Source-Filter Warping
INTERSPEECH 2022
Kubric: A Scalable Dataset Generator
CVPR 2022
Logit Perturbation
AAAI 2022
Differentially Private Normalizing Flows for Synthetic Tabular Data Generation
AAAI 2022
Debugging and Explaining Metric Learning Approaches: An Influence Function Based Perspective
NIPS 2022
SingAug: Data Augmentation for Singing Voice Synthesis with Cycle-consistent Training Strategy
INTERSPEECH 2022
Play música alegre: A Large-Scale Empirical Analysis of Cross-Lingual Phenomena in Voice Assistant Interactions
EMNLP 2022
Development of the Siberian Ingrian Finnish Speech Corpus
ACL 2022
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming
ICML 2022
Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling
NAACL 2022
Day-to-Night Image Synthesis for Training Nighttime Neural ISPs
CVPR 2022
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