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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Towards Controlled Data Augmentations for Active Learning ICML 2023
Global Structure-Aware Diffusion Process for Low-light Image Enhancement NIPS 2023
Urban Scene Semantic Segmentation With Low-Cost Coarse Annotation WACV 2023
Data Augmentation Techniques for Machine Translation of Code-Switched Texts: A Comparative Study EMNLP 2023
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning ICML 2023
YNU-HPCC at WASSA-2023 Shared Task 1: Large-scale Language Model with LoRA Fine-Tuning for Empathy Detection and Emotion Classification ACL 2023
Automatic Data Augmentation via Invariance-Constrained Learning ICML 2023
Improving Dutch Vaccine Hesitancy Monitoring via Multi-Label Data Augmentation with GPT-3.5 ACL 2023
GAT: Guided Adversarial Training with Pareto-optimal Auxiliary Tasks ICML 2023
PINA: Leveraging Side Information in eXtreme Multi-label Classification via Predicted Instance Neighborhood Aggregation ICML 2023
Sparse Parameterization for Epitomic Dataset Distillation NIPS 2023
Painsight: An Extendable Opinion Mining Framework for Detecting Pain Points Based on Online Customer Reviews ACL 2023
Generative Data Augmentation for Aspect Sentiment Quad Prediction ACL 2023
Token-Label Alignment for Vision Transformers ICCV 2023
Making Large Language Models Better Data Creators EMNLP 2023
Sakura at SemEval-2023 Task 2: Data Augmentation via Translation ACL 2023
CAISA at SemEval-2023 Task 8: Counterfactual Data Augmentation for Mitigating Class Imbalance in Causal Claim Identification ACL 2023
CodeNLP at SemEval-2023 Task 2: Data Augmentation for Named Entity Recognition by Combination of Sequence Generation Strategies ACL 2023
Spatial LibriSpeech: An Augmented Dataset for Spatial Audio Learning INTERSPEECH 2023
Relation-based Counterfactual Data Augmentation and Contrastive Learning for Robustifying Natural Language Inference Models INTERSPEECH 2023
WADER at SemEval-2023 Task 9: A Weak-labelling framework for Data augmentation in tExt Regression Tasks ACL 2023
Improving multimodal datasets with image captioning NIPS 2023
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs EMNLP 2023
Why Is the Winner the Best? CVPR 2023
X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion ICML 2023