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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
PoseGen: Learning to Generate 3D Human Pose Dataset with NeRF
AAAI 2024
Translation of Multifaceted Data without Re-Training of Machine Translation Systems
EMNLP 2024
Learning to Read Analog Gauges from Synthetic Data
WACV 2024
Context Does Matter: Implications for Crowdsourced Evaluation Labels in Task-Oriented Dialogue Systems
NAACL 2024
You Make me Feel like a Natural Question: Training QA Systems on Transformed Trivia Questions
EMNLP 2024
Deciphering the Impact of Pretraining Data on Large Language Models through Machine Unlearning
ACL 2024
Reinforcement Learning based Data Augmentation for Noise Robust Speech Emotion Recognition
INTERSPEECH 2024
AUTH at BioLaySumm 2024: Bringing Scientific Content to Kids
ACL 2024
A Comprehensive Investigation on Speaker Augmentation for Speaker Recognition
INTERSPEECH 2024
ROAR: Reinforcing Original to Augmented Data Ratio Dynamics for Wav2vec2.0 Based ASR
INTERSPEECH 2024
Comparing Data Augmentation Methods for End-to-End Task-Oriented Dialog Systems
ACL 2024
Deterministic Reversible Data Augmentation for Neural Machine Translation
ACL 2024
Altogether: Image Captioning via Re-aligning Alt-text
EMNLP 2024
TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles
ACL 2024
MetaJND: A Meta-Learning Approach for Just Noticeable Difference Estimation
IJCAI 2024
Refining and Synthesis: A Simple yet Effective Data Augmentation Framework for Cross-Domain Aspect-based Sentiment Analysis
ACL 2024
Frequency-mix Knowledge Distillation for Fake Speech Detection
INTERSPEECH 2024
Improved Remixing Process for Domain Adaptation-Based Speech Enhancement by Mitigating Data Imbalance in Signal-to-Noise Ratio
INTERSPEECH 2024
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning
ACL 2024
ARAIDA: Analogical Reasoning-Augmented Interactive Data Annotation
ACL 2024
Neural Compression Augmentation for Contrastive Audio Representation Learning
INTERSPEECH 2024
Plan, Generate and Complicate: Improving Low-resource Dialogue State Tracking via Easy-to-Difficult Zero-shot Data Augmentation
ACL 2024
FastDrag: Manipulate Anything in One Step
NIPS 2024
Improving Grammatical Error Correction via Contextual Data Augmentation
ACL 2024
Singing Voice Data Scaling-up: An Introduction to ACE-Opencpop and ACE-KiSing
INTERSPEECH 2024
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