Data Augmentation

Robustifying Sentiment Classification by Maximally Exploiting Few Counterfactuals EMNLP 2022 Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022 Robustness of Demonstration-based Learning Under Limited Data Scenario EMNLP 2022 Robust Optimization As Data Augmentation for Large-Scale Graphs CVPR 2022 Robust Scene Text Detection via Learnable Scene Transformations ACML 2022 Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting NAACL 2022 Robust Unlearnable Examples: Protecting Data Privacy Against Adversarial Learning ICLR 2022 RSA: Reducing Semantic Shift from Aggressive Augmentations for Self-supervised Learning NeurIPS 2022 RUG-1-Pegasussers at SemEval-2022 Task 3: Data Generation Methods to Improve Recognizing Appropriate Taxonomic Word Relations SemEval 2022 S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement Learning NeurIPS 2022 SageMix: Saliency-Guided Mixup for Point Clouds NeurIPS 2022 Saliency Grafting: Innocuous Attribution-Guided Mixup with Calibrated Label Mixing AAAI 2022 Sample, Translate, Recombine: Leveraging Audio Alignments for Data Augmentation in End-to-end Speech Translation ACL 2022 SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022 SCAMPS: Synthetics for Camera Measurement of Physiological Signals NeurIPS 2022 SchAman: Spell-Checking Resources and Benchmark for Endangered Languages from Amazonia AACL 2022 Scribble-Supervised LiDAR Semantic Segmentation CVPR 2022 SelecMix: Debiased Learning by Contradicting-pair Sampling NeurIPS 2022 Selective Pseudo-labeling and Class-wise Discriminative Fusion for Sound Event Detection Interspeech 2022 Self-Supervised Learning with Attention-based Latent Signal Augmentation for Sleep Staging with Limited Labeled Data IJCAI 2022 Self-Supervised Representation Learning Framework for Remote Physiological Measurement Using Spatiotemporal Augmentation Loss AAAI 2022 Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model COLING 2022 Semantically Distributed Robust Optimization for Vision-and-Language Inference ACL 2022 Sentence-Level Resampling for Named Entity Recognition NAACL 2022 Separating Grains from the Chaff: Using Data Filtering to Improve Multilingual Translation for Low-Resourced African Languages EMNLP 2022