few-shot learning

Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems EMNLP 2021 Self-training Improves Pre-training for Natural Language Understanding NAACL 2021 Self-Training Pre-Trained Language Models for Zero- and Few-Shot Multi-Dialectal Arabic Sequence Labeling EACL 2021 Self-Training using Rules of Grammar for Few-Shot NLU EMNLP 2021 Self-training with Few-shot Rationalization EMNLP 2021 Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning CVPR 2021 Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection CVPR 2021 Semantic Transportation Prototypical Network for Few-Shot Intent Detection Interspeech 2021 Semi-Supervised Exaggeration Detection of Health Science Press Releases EMNLP 2021 Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification ACL 2021 Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition ICCV 2021 SketchEmbedNet: Learning Novel Concepts by Imitating Drawings ICML 2021 Solving Aspect Category Sentiment Analysis as a Text Generation Task EMNLP 2021 SSD: A Unified Framework for Self-Supervised Outlier Detection ICLR 2021 Statistically and Computationally Efficient Linear Meta-representation Learning NeurIPS 2021 Story Centaur: Large Language Model Few Shot Learning as a Creative Writing Tool EACL 2021 STraTA: Self-Training with Task Augmentation for Better Few-shot Learning EMNLP 2021 Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning ICLR 2021 Synthesized Feature Based Few-Shot Class-Incremental Learning on a Mixture of Subspaces ICCV 2021 Tailoring Embedding Function to Heterogeneous Few-Shot Tasks by Global and Local Feature Adaptors AAAI 2021 Task-Aware Part Mining Network for Few-Shot Learning ICCV 2021 Task Cooperation for Semi-Supervised Few-Shot Learning AAAI 2021 Task similarity aware meta learning: theory-inspired improvement on MAML UAI 2021 Teaching Keyword Spotters to Spot New Keywords with Limited Examples Interspeech 2021 Temporal-Relational CrossTransformers for Few-Shot Action Recognition CVPR 2021