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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Few-Cost Salient Object Detection with Adversarial-Paced Learning NIPS 2020
Learning Compositional Rules via Neural Program Synthesis NIPS 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation EMNLP 2020
Asymmetric Distribution Measure for Few-shot Learning IJCAI 2020
Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations ACL 2020
OOD-MAML: Meta-Learning for Few-Shot Out-of-Distribution Detection and Classification NIPS 2020
Few-Shot Learning for Opinion Summarization EMNLP 2020
Adaptive Attentional Network for Few-Shot Knowledge Graph Completion EMNLP 2020
Graph Meta Learning via Local Subgraphs NIPS 2020
COVID-19 Surveillance through Twitter using Self-Supervised and Few Shot Learning EMNLP 2020
Self-Supervised Few-Shot Learning on Point Clouds NIPS 2020
Learning to Learn Variational Semantic Memory NIPS 2020
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference EMNLP 2020
KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation EMNLP 2020
Meta-Learning with Implicit Gradients NIPS 2019
Few-Shot Adaptive Faster R-CNN CVPR 2019
Large-Scale Few-Shot Learning: Knowledge Transfer With Class Hierarchy CVPR 2019
Semantic Projection Network for Zero- and Few-Label Semantic Segmentation CVPR 2019
Model-Agnostic Meta-Learning for Relation Classification with Limited Supervision ACL 2019
F-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning CVPR 2019
Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders CVPR 2019
Few-Shot Learning With Localization in Realistic Settings CVPR 2019
Coloring With Limited Data: Few-Shot Colorization via Memory Augmented Networks CVPR 2019
CANet: Class-Agnostic Segmentation Networks With Iterative Refinement and Attentive Few-Shot Learning CVPR 2019
Scalable graph-based method for individual named entity identification EMNLP 2019