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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
Leveraging Synthetic Data To Learn Video Stabilization Under Adverse Conditions
WACV 2024
Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling
ACL 2024
PDAMeta: Meta-Learning Framework with Progressive Data Augmentation for Few-Shot Text Classification
COLING 2024
Multilinguality or Back-translation? A Case Study with Estonian
COLING 2024
Posterior Uncertainty Quantification in Neural Networks using Data Augmentation
AISTATS 2024
Deciphering the Impact of Pretraining Data on Large Language Models through Machine Unlearning
ACL 2024
Bird Whisperer: Leveraging Large Pre-trained Acoustic Model for Bird Call Classification
INTERSPEECH 2024
Effects of Markers in Training Datasets on the Accuracy of 6D Pose Estimation
WACV 2024
TSDS: Data Selection for Task-Specific Model Finetuning
NIPS 2024
Classifying Cable Tendency With Semantic Segmentation by Utilizing Real and Simulated RGB Data
WACV 2024
Modeling Orthographic Variation Improves NLP Performance for Nigerian Pidgin
COLING 2024
Improving the Leaking of Augmentations in Data-Efficient GANs via Adaptive Negative Data Augmentation
WACV 2024
Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges
ACL 2024
Modeling Low-Resource Health Coaching Dialogues via Neuro-Symbolic Goal Summarization and Text-Units-Text Generation
COLING 2024
Revisiting Interpolation Augmentation for Speech-to-Text Generation
ACL 2024
Improving child speech recognition with augmented child-like speech
INTERSPEECH 2024
Plan, Generate and Complicate: Improving Low-resource Dialogue State Tracking via Easy-to-Difficult Zero-shot Data Augmentation
ACL 2024
Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning
ACL 2024
Color-Oriented Redundancy Reduction in Dataset Distillation
NIPS 2024
Logging Keystrokes in Writing by English Learners
COLING 2024
Counterfactual Dialog Mixing as Data Augmentation for Task-Oriented Dialog Systems
COLING 2024
TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles
ACL 2024
NILUT: Conditional Neural Implicit 3D Lookup Tables for Image Enhancement
AAAI 2024
Image Captioning with Multi-Context Synthetic Data
AAAI 2024
OAM-TCD: A globally diverse dataset of high-resolution tree cover maps
NIPS 2024
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