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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

SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation IJCAI 2020
Exploring Parameter Space with Structured Noise for Meta-Reinforcement Learning IJCAI 2020
Modular Meta-Learning with Shrinkage NIPS 2020
Re-solve it: simulating the acquisition of core semantic competences from small data CONLL 2020
MELD: Meta-Reinforcement Learning from Images via Latent State Models CORL 2020
Few-shot Object Grounding and Mapping for Natural Language Robot Instruction Following CORL 2020
Attentron: Few-Shot Text-to-Speech Utilizing Attention-Based Variable-Length Embedding INTERSPEECH 2020
An Investigation of Few-Shot Learning in Spoken Term Classification INTERSPEECH 2020
Intent Detection with WikiHow AACL 2020
Learning to learn generative programs with Memoised Wake-Sleep UAI 2020
Learning from the Past: Continual Meta-Learning with Bayesian Graph Neural Networks AAAI 2020
Learning to Classify Intents and Slot Labels Given a Handful of Examples ACL 2020
Meta-Learning for Few-Shot NMT Adaptation ACL 2020
CSI: A Coarse Sense Inventory for 85% Word Sense Disambiguation AAAI 2020
Neural Snowball for Few-Shot Relation Learning AAAI 2020
ANDES at SemEval-2020 Task 12: A Jointly-trained BERT Multilingual Model for Offensive Language Detection SEMEVAL 2020
Few-Shot Knowledge Graph Completion AAAI 2020
Harvesting and Refining Question-Answer Pairs for Unsupervised QA ACL 2020
Learning to Learn Morphological Inflection for Resource-Poor Languages AAAI 2020
Graph Few-Shot Learning via Knowledge Transfer AAAI 2020
FET-GAN: Font and Effect Transfer via K-shot Adaptive Instance Normalization AAAI 2020
Learning to Learn Kernels with Variational Random Features ICML 2020
Unsupervised vs. Transfer Learning for Multimodal One-Shot Matching of Speech and Images INTERSPEECH 2020
Generative Model with Semantic Embedding and Integrated Classifier for Generalized Zero-Shot Learning WACV 2020
Charting the Right Manifold: Manifold Mixup for Few-shot Learning WACV 2020