Few-Shot Learning

A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification COLING 2020 Augmented Natural Language for Generative Sequence Labeling EMNLP 2020 Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification COLING 2020 Auxiliary Task Reweighting for Minimum-data Learning NeurIPS 2020 Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels NeurIPS 2020 Beyond Fine-tuning: Few-Sample Sentence Embedding Transfer AACL 2020 Boosting Few-Shot Learning With Adaptive Margin Loss CVPR 2020 Camouflaged Chinese Spam Content Detection with Semi-supervised Generative Active Learning ACL 2020 Charting the Right Manifold: Manifold Mixup for Few-shot Learning WACV 2020 CheXpert++: Approximating the CheXpert Labeler for Speed, Differentiability, and Probabilistic Output MLHC 2020 Class-Discriminative Feature Embedding For Meta-Learning based Few-Shot Classification WACV 2020 COBE: Contextualized Object Embeddings from Narrated Instructional Video NeurIPS 2020 Composed Variational Natural Language Generation for Few-shot Intents EMNLP 2020 Consistent MetaReg: Alleviating Intra-task Discrepancy for Better Meta-knowledge IJCAI 2020 Context-Transformer: Tackling Object Confusion for Few-Shot Detection AAAI 2020 Contextual Bandits with Continuous Actions: Smoothing, Zooming, and Adapting JMLR 2020 Contract Discovery: Dataset and a Few-Shot Semantic Retrieval Challenge with Competitive Baselines EMNLP 2020 Convolutional Conditional Neural Processes ICLR 2020 COVID-19 Surveillance through Twitter using Self-Supervised and Few Shot Learning EMNLP 2020 Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation ICLR 2020 CrossTransformers: spatially-aware few-shot transfer NeurIPS 2020 Detecting Extrapolation with Local Ensembles ICLR 2020 Differentiable Meta-Learning Model for Few-Shot Semantic Segmentation AAAI 2020 Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference EMNLP 2020 Diversity Transfer Network for Few-Shot Learning AAAI 2020