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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
Retrieval Data Augmentation Informed by Downstream Question Answering Performance
ACL 2022
Domain Specific Augmentations as Low Cost Teachers for Large Students
AACL 2022
Generative Data Augmentation Guided by Triplet Loss for Speech Emotion Recognition
INTERSPEECH 2022
ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification
AAAI 2022
Improved Data Augmentation for Translation Suggestion
EMNLP 2022
pMCT: Patched Multi-Condition Training for Robust Speech Recognition
INTERSPEECH 2022
Learning sRGB-to-Raw-RGB De-Rendering With Content-Aware Metadata
CVPR 2022
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization
AAAI 2022
ZusammenQA: Data Augmentation with Specialized Models for Cross-lingual Open-retrieval Question Answering System
NAACL 2022
Don’t Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning
IJCAI 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective
NIPS 2022
CNLP-NITS-PP at WANLP 2022 Shared Task: Propaganda Detection in Arabic using Data Augmentation and AraBERT Pre-trained Model
EMNLP 2022
Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model
COLING 2022
Dynamic Augmentation Data Selection for Few-shot Text Classification
EMNLP 2022
CTRLsum: Towards Generic Controllable Text Summarization
EMNLP 2022
DMix: Adaptive Distance-aware Interpolative Mixup
ACL 2022
Counterfactually Augmented Data and Unintended Bias: The Case of Sexism and Hate Speech Detection
NAACL 2022
AIM: An Auto-Augmenter for Images and Meshes
CVPR 2022
DUTNLP Machine Translation System for WMT22 General MT Task
EMNLP 2022
Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling
SEMEVAL 2022
Conversational Bots for Psychotherapy: A Study of Generative Transformer Models Using Domain-specific Dialogues
ACL 2022
Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds
NIPS 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures
CVPR 2022
End-to-end Mispronunciation Detection with Simulated Error Distance
INTERSPEECH 2022
Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation
ACL 2022
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