Few-Shot Learning

Unsupervised vs. Transfer Learning for Multimodal One-Shot Matching of Speech and Images Interspeech 2020 Variational Metric Scaling for Metric-Based Meta-Learning AAAI 2020 When Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract) AAAI 2020 A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification EMNLP 2019 Active Sampling for Open-Set Classification without Initial Annotation AAAI 2019 Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations EMNLP 2019 AffinityNet: Semi-Supervised Few-Shot Learning for Disease Type Prediction AAAI 2019 Amortized Bayesian Meta-Learning ICLR 2019 Answering Conversational Questions on Structured Data without Logical Forms EMNLP 2019 COALA: A Neural Coverage-Based Approach for Long Answer Selection with Small Data AAAI 2019 Combining Deep Learning and Qualitative Spatial Reasoning to Learn Complex Structures from Sparse Examples with Noise AAAI 2019 Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification EMNLP 2019 Conditional Neural Movement Primitives RSS 2019 Cross-lingual NIL Entity Clustering for Low-resource Languages NAACL 2019 Deep Meta Learning for Real-Time Target-Aware Visual Tracking ICCV 2019 Deep Metric Learning to Rank CVPR 2019 Dense Classification and Implanting for Few-Shot Learning CVPR 2019 Domain Adaptive Dialog Generation via Meta Learning ACL 2019 Efficient Meta Learning via Minibatch Proximal Update NeurIPS 2019 Extreme Multi-Label Legal Text Classification: A Case Study in EU Legislation NAACL 2019 Fast and Flexible Multi-Task Classification using Conditional Neural Adaptive Processes NeurIPS 2019 FewRel 2.0: Towards More Challenging Few-Shot Relation Classification EMNLP 2019 Few-Shot Adaptive Faster R-CNN CVPR 2019 Few-Shot and Zero-Shot Learning for Historical Text Normalization EMNLP 2019 Few-Shot Audio Classification with Attentional Graph Neural Networks Interspeech 2019