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Data Augmentation

429 directly classified papers

Papers per year

Papers

MetricAug: A Distortion Metric-Lead Augmentation Strategy for Training Noise-Robust Speech Emotion Recognizer INTERSPEECH 2023
Background-Mixed Augmentation for Weakly Supervised Change Detection AAAI 2023
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment AAAI 2023
Quality-Aware Self-Training on Differentiable Synthesis of Rare Relational Data AAAI 2023
When Neural Networks Fail to Generalize? A Model Sensitivity Perspective AAAI 2023
One-Shot Replay: Boosting Incremental Object Detection via Retrospecting One Object AAAI 2023
Improving Dutch Vaccine Hesitancy Monitoring via Multi-Label Data Augmentation with GPT-3.5 ACL 2023
Uniform Sequence Better: Time Interval Aware Data Augmentation for Sequential Recommendation AAAI 2023
GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification AAAI 2023
Sea_and_Wine at SemEval-2023 Task 9: A Regression Model with Data Augmentation for Multilingual Intimacy Analysis ACL 2023
NLP-LISAC at SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis via a Transformer-based Approach and Data Augmentation ACL 2023
Effectiveness of Data Augmentation for Parameter Efficient Tuning with Limited Data ACL 2023
ZBL2W at SemEval-2023 Task 9: A Multilingual Fine-tuning Model with Data Augmentation for Tweet Intimacy Analysis ACL 2023
Gender-Inclusive Grammatical Error Correction through Augmentation ACL 2023
Measuring the Impact of Data Augmentation Methods for Extremely Low-Resource NMT EACL 2023
Improving Reading Comprehension Question Generation with Data Augmentation and Overgenerate-and-rank ACL 2023
Boosting Distress Support Dialogue Responses with Motivational Interviewing Strategy ACL 2023
Augmenting Reddit Posts to Determine Wellness Dimensions impacting Mental Health ACL 2023
CodeNLP at SemEval-2023 Task 2: Data Augmentation for Named Entity Recognition by Combination of Sequence Generation Strategies ACL 2023
Making More of Little Data: Improving Low-Resource Automatic Speech Recognition Using Data Augmentation ACL 2023
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks ACL 2023
Semi-supervised Relation Extraction via Data Augmentation and Consistency-training EACL 2023
GDA: Generative Data Augmentation Techniques for Relation Extraction Tasks ACL 2023
WADER at SemEval-2023 Task 9: A Weak-labelling framework for Data augmentation in tExt Regression Tasks ACL 2023
TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective ICCV 2023