Few-Shot Learning

Neural Voice Cloning with a Few Samples NeurIPS 2018 No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling ACL 2018 One-Shot Action Localization by Learning Sequence Matching Network CVPR 2018 One-Shot Imitation from Observing Humans via Domain-Adaptive Meta-Learning RSS 2018 One-shot Learning for Question-Answering in Gaokao History Challenge COLING 2018 One-Shot Segmentation in Clutter ICML 2018 Probabilistic Model-Agnostic Meta-Learning NeurIPS 2018 Recursive Spoken Instruction-Based One-Shot Object and Action Learning IJCAI 2018 Regret bounds for meta Bayesian optimization with an unknown Gaussian process prior NeurIPS 2018 Reinforcement Learning of Phase Oscillators for Fast Adaptation to Moving Targets CoRL 2018 Self-Imitation Learning ICML 2018 Structured Set Matching Networks for One-Shot Part Labeling CVPR 2018 TADAM: Task dependent adaptive metric for improved few-shot learning NeurIPS 2018 Topic and Keyword Identification for Low-resourced Speech Using Cross-Language Transfer Learning Interspeech 2018 Transfer Learning for British Sign Language Modelling COLING 2018 Variational inference for the multi-armed contextual bandit AISTATS 2018 Visual Reinforcement Learning with Imagined Goals NeurIPS 2018 Adaptive Active Hypothesis Testing under Limited Information NeurIPS 2017 Adaptive Submodularity with Varying Query Sets: An Application to Active Multi-label Learning ALT 2017 Attentive Recurrent Comparators ICML 2017 CORe50: a New Dataset and Benchmark for Continuous Object Recognition CoRL 2017 Few-Shot Adversarial Domain Adaptation NeurIPS 2017 Learning Algorithms for Active Learning ICML 2017 Learning attention for historical text normalization by learning to pronounce ACL 2017 Learning to Model the Tail NeurIPS 2017