Few-Shot Learning

One-Shot Unsupervised Cross Domain Translation NeurIPS 2018 Probabilistic Model-Agnostic Meta-Learning NeurIPS 2018 Task-Embedded Control Networks for Few-Shot Imitation Learning CoRL 2018 The INaturalist Species Classification and Detection Dataset CVPR 2018 Towards one-shot learning for rare-word translation with external experts ACL 2018 AGA: Attribute-Guided Augmentation CVPR 2017 Attentive Recurrent Comparators ICML 2017 Emotional Voice Conversion with Adaptive Scales F0 Based on Wavelet Transform Using Limited Amount of Emotional Data Interspeech 2017 Few-Shot Adversarial Domain Adaptation NeurIPS 2017 Few-Shot Learning Through an Information Retrieval Lens NeurIPS 2017 High-risk learning: acquiring new word vectors from tiny data EMNLP 2017 How Robots Learn to Classify New Objects Trained from Small Data Sets CoRL 2017 Learning Data-Efficient Rigid-Body Contact Models: Case Study of Planar Impact CoRL 2017 Learning Partially Contracting Dynamical Systems from Demonstrations CoRL 2017 Learning to Model the Tail NeurIPS 2017 Max-Margin Invariant Features from Transformed Unlabelled Data NeurIPS 2017 Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks ICML 2017 Neural Program Meta-Induction NeurIPS 2017 One-Shot Neural Cross-Lingual Transfer for Paradigm Completion ACL 2017 One-Shot Visual Imitation Learning via Meta-Learning CoRL 2017 Prototypical Networks for Few-shot Learning NeurIPS 2017 Learning from Small Sample Sets by Combining Unsupervised Meta-Training with CNNs NeurIPS 2016 Matching Networks for One Shot Learning NeurIPS 2016 One-Shot Learning of Scene Locations via Feature Trajectory Transfer CVPR 2016 Model Recommendation: Generating Object Detectors From Few Samples CVPR 2015