Application Areas

AugMax: Adversarial Composition of Random Augmentations for Robust Training NeurIPS 2021 Augmentation Strategies for Learning With Noisy Labels CVPR 2021 Augmented Experiment in Material Engineering Using Machine Learning AAAI 2021 Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks NAACL 2021 Augmenting Imbalanced Time-series Data via Adversarial Perturbation in Latent Space ACML 2021 Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting ICLR 2021 Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained Models Interspeech 2021 AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ACL 2021 AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models EMNLP 2021 A Unified Approach to Fair Online Learning via Blackwell Approachability NeurIPS 2021 A Unified Generative Adversarial Network Training via Self-Labeling and Self-Attention ICML 2021 A Unified Speaker Adaptation Approach for ASR EMNLP 2021 AutoAttend: Automated Attention Representation Search ICML 2021 AutoBalance: Optimized Loss Functions for Imbalanced Data NeurIPS 2021 AutoDO: Robust AutoAugment for Biased Data With Label Noise via Scalable Probabilistic Implicit Differentiation CVPR 2021 AutoDropout: Learning Dropout Patterns to Regularize Deep Networks AAAI 2021 Auto-Exposure Fusion for Single-Image Shadow Removal CVPR 2021 AutoFlow: Learning a Better Training Set for Optical Flow CVPR 2021 AutoLR: Layer-wise Pruning and Auto-tuning of Learning Rates in Fine-tuning of Deep Networks AAAI 2021 Automated Cross-prompt Scoring of Essay Traits AAAI 2021 Automated Log-Scale Quantization for Low-Cost Deep Neural Networks CVPR 2021 Automated Model Design and Benchmarking of Deep Learning Models for COVID-19 Detection with Chest CT Scans AAAI 2021 Automatic Analysis of the Emotional Content of Speech in Daylong Child-Centered Recordings from a Neonatal Intensive Care Unit Interspeech 2021 Automatic Construction of Enterprise Knowledge Base EMNLP 2021 Automatic Data Augmentation for Generalization in Reinforcement Learning NeurIPS 2021