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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

RPG-Palm: Realistic Pseudo-data Generation for Palmprint Recognition ICCV 2023
Few-shot Dysarthric Speech Recognition with Text-to-Speech Data Augmentation INTERSPEECH 2023
Lowering the Pre-training Tax for Gradient-based Subset Training: A Lightweight Distributed Pre-Training Toolkit ICML 2023
How Many Perturbations Break This Model? Evaluating Robustness Beyond Adversarial Accuracy ICML 2023
Graph Mixup with Soft Alignments ICML 2023
General Covariance Data Augmentation for Neural PDE Solvers ICML 2023
Interpolation for Robust Learning: Data Augmentation on Wasserstein Geodesics ICML 2023
Towards Controlled Data Augmentations for Active Learning ICML 2023
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning ICML 2023
Automatic Data Augmentation via Invariance-Constrained Learning ICML 2023
PINA: Leveraging Side Information in eXtreme Multi-label Classification via Predicted Instance Neighborhood Aggregation ICML 2023
Low-Resource Comparative Opinion Quintuple Extraction by Data Augmentation with Prompting EMNLP 2023
Spatial LibriSpeech: An Augmented Dataset for Spatial Audio Learning INTERSPEECH 2023
X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion ICML 2023
MMT’s Submission for the WMT 2023 Quality Estimation Shared Task EMNLP 2023
Rethinking Rotation in Self-Supervised Contrastive Learning: Adaptive Positive or Negative Data Augmentation WACV 2023
ECG-QALM: Entity-Controlled Synthetic Text Generation using Contextual Q&A for NER ACL 2023
IXA at SemEval-2023 Task 2: Baseline Xlm-Roberta-base Approach SEMEVAL 2023
Two-Level Data Augmentation for Calibrated Multi-View Detection WACV 2023
Semantics-Depth-Symbiosis: Deeply Coupled Semi-Supervised Learning of Semantics and Depth WACV 2023
How to (Virtually) Train Your Speaker Localizer INTERSPEECH 2023
Using Text Injection to Improve Recognition of Personal Identifiers in Speech INTERSPEECH 2023
Augmentation by Counterfactual Explanation - Fixing an Overconfident Classifier WACV 2023
Robust Automatic Speech Recognition via WavAugment Guided Phoneme Adversarial Training INTERSPEECH 2023
Background Domain Switch: A Novel Data Augmentation Technique for Robust Sound Event Detection INTERSPEECH 2023