Data Augmentation

What Makes Better Augmentation Strategies? Augment Difficult but Not too Different ICLR 2022 When and How Mixup Improves Calibration ICML 2022 When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022 When Is TTS Augmentation Through a Pivot Language Useful? Interspeech 2022 Who Is Your Right Mixup Partner in Positive and Unlabeled Learning ICLR 2022 Why Do Artificially Generated Data Help Adversarial Robustness NeurIPS 2022 Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP EMNLP 2022 WideResNet with Joint Representation Learning and Data Augmentation for Cover Song Identification Interspeech 2022 Word-level Perturbation Considering Word Length and Compositional Subwords ACL 2022 Yet@SMM4H’22: Improved BERT-based classification models with Rdrop and PolyLoss COLING 2022 You Only Cut Once: Boosting Data Augmentation with a Single Cut ICML 2022 YuZu: Neural-Enhanced Volumetric Video Streaming NSDI 2022 Zero-Shot Voice Conditioning for Denoising Diffusion TTS Models Interspeech 2022 ZusammenQA: Data Augmentation with Specialized Models for Cross-lingual Open-retrieval Question Answering System NAACL 2022 zydhjh4593@SMM4H’22: A Generic Pre-trained BERT-based Framework for Social Media Health Text Classification COLING 2022 i-Mix: A Domain-Agnostic Strategy for Contrastive Representation Learning ICLR 2021 A Case Study of Efficacy and Challenges in Practical Human-in-Loop Evaluation of NLP Systems Using Checklist EACL 2021 Accelerating Ecological Sciences from Above: Spatial Contrastive Learning for Remote Sensing AAAI 2021 A Comparative Study on Neural Architectures and Training Methods for Japanese Speech Recognition Interspeech 2021 A Continuous Mapping For Augmentation Design NeurIPS 2021 Adaptation of Back-translation to Automatic Post-Editing for Synthetic Data Generation EACL 2021 Adapting Coreference Resolution for Processing Violent Death Narratives NAACL 2021 Adaptive Data Augmentation on Temporal Graphs NeurIPS 2021 Adversarial Data Augmentation for Disordered Speech Recognition Interspeech 2021 Adversarial Mixing Policy for Relaxing Locally Linear Constraints in Mixup EMNLP 2021