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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Atomic Self-Consistency for Better Long Form Generations EMNLP 2024
Math Problem Solving: Enhancing Large Language Models with Semantically Rich Symbolic Variables COLING 2024
A demonstrator for articulation-based command word recognition INTERSPEECH 2024
Prodicus at SemEval-2023 Task 4: Enhancing Human Value Detection with Data Augmentation and Fine-Tuned Language Models SEMEVAL 2023
Spectral Augmentations for Graph Contrastive Learning AISTATS 2023
Influence Scores at Scale for Efficient Language Data Sampling EMNLP 2023
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift ICML 2023
Context Consistency Regularization for Label Sparsity in Time Series ICML 2023
Feature Programming for Multivariate Time Series Prediction ICML 2023
Out-of-Domain Robustness via Targeted Augmentations ICML 2023
PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks ACL 2023
Synthetic data for model selection ICML 2023
The Benefits of Mixup for Feature Learning ICML 2023
Target-Side Augmentation for Document-Level Machine Translation ACL 2023
Target-Aware Generative Augmentations for Single-Shot Adaptation ICML 2023
Deep Perturbation Learning: Enhancing the Network Performance via Image Perturbations ICML 2023
Learning Instance-Specific Augmentations by Capturing Local Invariances ICML 2023
Tied-Augment: Controlling Representation Similarity Improves Data Augmentation ICML 2023
The Risk and Opportunity of Data Augmentation and Translation for ESG News Impact Identification with Language Models IJCNLP 2023
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup ICML 2023
Text Style Transfer Back-Translation ACL 2023
Targeted Data Generation: Finding and Fixing Model Weaknesses ACL 2023
Contrastive Error Attribution for Finetuned Language Models ACL 2023
Data Labeling for Machine Learning Engineers: Project-Based Curriculum and Data-Centric Competitions AAAI 2023
Clustering High-dimensional Data with Ordered Weighted $\ell_1$ Regularization AISTATS 2023