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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Graph Mixup with Soft Alignments ICML 2023
General Covariance Data Augmentation for Neural PDE Solvers ICML 2023
Towards Understanding and Reducing Graph Structural Noise for GNNs ICML 2023
Importance of Synthesizing High-quality Data for Text-to-SQL Parsing ACL 2023
Enhanced Training Methods for Multiple Languages ACL 2023
Interpolation for Robust Learning: Data Augmentation on Wasserstein Geodesics ICML 2023
Evidential Interactive Learning for Medical Image Captioning ICML 2023
When and how to paraphrase for named entity recognition? ACL 2023
Transformed Distribution Matching for Missing Value Imputation ICML 2023
Regularization-free Diffeomorphic Temporal Alignment Nets ICML 2023
Towards Controlled Data Augmentations for Active Learning ICML 2023
Search Query Spell Correction with Weak Supervision in E-commerce ACL 2023
BUMP: A Benchmark of Unfaithful Minimal Pairs for Meta-Evaluation of Faithfulness Metrics ACL 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
Robust Data Pruning under Label Noise via Maximizing Re-labeling Accuracy NIPS 2023
I See-Through You: A Framework for Removing Foreground Occlusion in Both Sparse and Dense Light Field Images WACV 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
Boosting Event Extraction with Denoised Structure-to-Text Augmentation ACL 2023
Sakura at SemEval-2023 Task 2: Data Augmentation via Translation ACL 2023