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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Annotation-Free and One-Shot Learning for Instance Segmentation of Homogeneous Object Clusters IJCAI 2018
APLenty: annotation tool for creating high-quality datasets using active and proactive learning EMNLP 2018
Lifelong Domain Word Embedding via Meta-Learning IJCAI 2018
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation EMNLP 2018
Recursive Spoken Instruction-Based One-Shot Object and Action Learning IJCAI 2018
Learning How to Actively Learn: A Deep Imitation Learning Approach ACL 2018
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling ACL 2018
Neural Graph Matching Networks for Fewshot 3D Action Recognition ECCV 2018
Visual Reinforcement Learning with Imagined Goals NIPS 2018
Self-Imitation Learning ICML 2018
Investigation of Using Disentangled and Interpretable Representations for One-shot Cross-lingual Voice Conversion INTERSPEECH 2018
Topic and Keyword Identification for Low-resourced Speech Using Cross-Language Transfer Learning INTERSPEECH 2018
Reinforcement Learning of Phase Oscillators for Fast Adaptation to Moving Targets CORL 2018
Attention-based Deep Multiple Instance Learning ICML 2018
Joint Localization and Classification of Multiple Sound Sources Using a Multi-task Neural Network INTERSPEECH 2018
One-Shot Segmentation in Clutter ICML 2018
BRUNO: A Deep Recurrent Model for Exchangeable Data NIPS 2018
Variational inference for the multi-armed contextual bandit AISTATS 2018
Conditional Neural Processes ICML 2018
Few-shot Generative Modelling with Generative Matching Networks AISTATS 2018
Automatic Glossing in a Low-Resource Setting for Language Documentation COLING 2018
Bilevel Programming for Hyperparameter Optimization and Meta-Learning ICML 2018
Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces EMNLP 2018
CLEAR: Cumulative LEARning for One-Shot One-Class Image Recognition CVPR 2018
Transfer Learning for British Sign Language Modelling COLING 2018