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data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Data-augmented cross-lingual synthesis in a teacher-student framework INTERSPEECH 2022
On Synthetic Data for Back Translation NAACL 2022
AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization NAACL 2022
Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting NAACL 2022
Model-Based Image Signal Processors via Learnable Dictionaries AAAI 2022
GeomGCL: Geometric Graph Contrastive Learning for Molecular Property Prediction AAAI 2022
Semi-supervised Learning with Multi-Head Co-Training AAAI 2022
Saliency Grafting: Innocuous Attribution-Guided Mixup with Calibrated Label Mixing AAAI 2022
Consistency Regularization for Adversarial Robustness AAAI 2022
Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics ICML 2022
MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding AAAI 2022
SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022
Counterfactual Interpolation Augmentation (CIA): A Unified Approach to Enhance Fairness and Explainability of DNN IJCAI 2022
Information Augmentation for Few-shot Node Classification IJCAI 2022
Exploring Geometric Consistency for Monocular 3D Object Detection CVPR 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022
Semi-Supervised Few-Shot Learning via Multi-Factor Clustering CVPR 2022
ST++: Make Self-Training Work Better for Semi-Supervised Semantic Segmentation CVPR 2022
SIMBAR: Single Image-Based Scene Relighting for Effective Data Augmentation for Automated Driving Vision Tasks CVPR 2022
Cross-Domain Adaptive Teacher for Object Detection CVPR 2022
MUM: Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection CVPR 2022
Commonality in Natural Images Rescues GANs: Pretraining GANs With Generic and Privacy-Free Synthetic Data CVPR 2022
Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance With Expanded Views CVPR 2022
Distillation Using Oracle Queries for Transformer-Based Human-Object Interaction Detection CVPR 2022
Pyramid Adversarial Training Improves ViT Performance CVPR 2022