Few-Shot Learning

Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion EMNLP 2019 Task Agnostic Meta-Learning for Few-Shot Learning CVPR 2019 Text Classification with Few Examples using Controlled Generalization NAACL 2019 Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach EMNLP 2019 Variational Prototyping-Encoder: One-Shot Learning With Prototypical Images CVPR 2019 Bootstrapping Transliteration with Constrained Discovery for Low-Resource Languages EMNLP 2018 CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation ACL 2018 Diverse Few-Shot Text Classification with Multiple Metrics NAACL 2018 Exploit the Unknown Gradually: One-Shot Video-Based Person Re-Identification by Stepwise Learning CVPR 2018 Fast Parametric Learning with Activation Memorization ICML 2018 FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation EMNLP 2018 Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces EMNLP 2018 Few-Shot Charge Prediction with Discriminative Legal Attributes COLING 2018 Few-shot Generative Modelling with Generative Matching Networks AISTATS 2018 Few-Shot Goal Inference for Visuomotor Learning and Planning CoRL 2018 Few-Shot Learning with Graph Neural Networks ICLR 2018 Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace ICML 2018 Learning Deep Disentangled Embeddings With the F-Statistic Loss NeurIPS 2018 Learning Structure and Strength of CNN Filters for Small Sample Size Training CVPR 2018 Learning to Write Stylized Chinese Characters by Reading a Handful of Examples IJCAI 2018 Low-Shot Learning From Imaginary Data CVPR 2018 Low-Shot Learning With Imprinted Weights CVPR 2018 MetaGAN: An Adversarial Approach to Few-Shot Learning NeurIPS 2018 Multi-Content GAN for Few-Shot Font Style Transfer CVPR 2018 Neural Transition-based String Transduction for Limited-Resource Setting in Morphology COLING 2018