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Few-Shot Learning

2,562 papers

Papers per year

3
167
401
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Papers

Structured Set Matching Networks for One-Shot Part Labeling CVPR 2018
Few-Shot Image Recognition by Predicting Parameters From Activations CVPR 2018
Neural Graph Matching Networks for Fewshot 3D Action Recognition ECCV 2018
Memory, Show the Way: Memory Based Few Shot Word Representation Learning EMNLP 2018
Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces EMNLP 2018
Neural Transductive Learning and Beyond: Morphological Generation in the Minimal-Resource Setting EMNLP 2018
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation EMNLP 2018
APLenty: annotation tool for creating high-quality datasets using active and proactive learning EMNLP 2018
Bilevel Programming for Hyperparameter Optimization and Meta-Learning ICML 2018
Conditional Neural Processes ICML 2018
Attention-based Deep Multiple Instance Learning ICML 2018
One-Shot Segmentation in Clutter ICML 2018
Self-Imitation Learning ICML 2018
MSplit LBI: Realizing Feature Selection and Dense Estimation Simultaneously in Few-shot and Zero-shot Learning ICML 2018
Annotation-Free and One-Shot Learning for Instance Segmentation of Homogeneous Object Clusters IJCAI 2018
Lifelong Domain Word Embedding via Meta-Learning IJCAI 2018
Recursive Spoken Instruction-Based One-Shot Object and Action Learning IJCAI 2018
Joint Localization and Classification of Multiple Sound Sources Using a Multi-task Neural Network INTERSPEECH 2018
Topic and Keyword Identification for Low-resourced Speech Using Cross-Language Transfer Learning INTERSPEECH 2018
Investigation of Using Disentangled and Interpretable Representations for One-shot Cross-lingual Voice Conversion INTERSPEECH 2018
ELFI: Engine for Likelihood-Free Inference JMLR 2018
EMR Coding with Semi-Parametric Multi-Head Matching Networks NAACL 2018
One-Shot Imitation from Observing Humans via Domain-Adaptive Meta-Learning RSS 2018
Learning to Model the Tail NIPS 2017
Few-Shot Adversarial Domain Adaptation NIPS 2017