Few-Shot Learning

Bilevel Programming for Hyperparameter Optimization and Meta-Learning ICML 2018 BRUNO: A Deep Recurrent Model for Exchangeable Data NeurIPS 2018 CLEAR: Cumulative LEARning for One-Shot One-Class Image Recognition CVPR 2018 Conditional Neural Processes ICML 2018 ELFI: Engine for Likelihood-Free Inference JMLR 2018 EMR Coding with Semi-Parametric Multi-Head Matching Networks NAACL 2018 Extending a Parser to Distant Domains Using a Few Dozen Partially Annotated Examples ACL 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 Generative Modelling with Generative Matching Networks AISTATS 2018 Few-Shot Image Recognition by Predicting Parameters From Activations CVPR 2018 Gaussian Process Conditional Density Estimation NeurIPS 2018 Interactive Language Acquisition with One-shot Visual Concept Learning through a Conversational Game ACL 2018 Investigation of Using Disentangled and Interpretable Representations for One-shot Cross-lingual Voice Conversion Interspeech 2018 Joint Localization and Classification of Multiple Sound Sources Using a Multi-task Neural Network Interspeech 2018 KIT Lecture Translator: Multilingual Speech Translation with One-Shot Learning COLING 2018 Learning How to Actively Learn: A Deep Imitation Learning Approach ACL 2018 Learning to Compare: Relation Network for Few-Shot Learning CVPR 2018 Lifelong Domain Word Embedding via Meta-Learning IJCAI 2018 Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks NeurIPS 2018 Memory, Show the Way: Memory Based Few Shot Word Representation Learning EMNLP 2018 Meta-Learning for Semi-Supervised Few-Shot Classification ICLR 2018 MSplit LBI: Realizing Feature Selection and Dense Estimation Simultaneously in Few-shot and Zero-shot Learning ICML 2018 Neural Graph Matching Networks for Fewshot 3D Action Recognition ECCV 2018 Neural Transductive Learning and Beyond: Morphological Generation in the Minimal-Resource Setting EMNLP 2018