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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

Improving Generalization in Meta-learning via Task Augmentation ICML 2021
FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary EACL 2021
Towards Fair Cross-Domain Adaptation via Generative Learning WACV 2021
Few-Shot Font Style Transfer Between Different Languages WACV 2021
Weakly-Supervised Object Representation Learning for Few-Shot Semantic Segmentation WACV 2021
ProtoAttend: Attention-Based Prototypical Learning JMLR 2020
Meta-Learning for Short Utterance Speaker Recognition with Imbalance Length Pairs INTERSPEECH 2020
M-NAS: Meta Neural Architecture Search AAAI 2020
Proxy Network for Few Shot Learning ACML 2020
Knowledge Graph Transfer Network for Few-Shot Recognition AAAI 2020
Diversity Transfer Network for Few-Shot Learning AAAI 2020
Variational Metric Scaling for Metric-Based Meta-Learning AAAI 2020
Few Shot Network Compression via Cross Distillation AAAI 2020
MarioNETte: Few-Shot Face Reenactment Preserving Identity of Unseen Targets AAAI 2020
Logic2Text: High-Fidelity Natural Language Generation from Logical Forms EMNLP 2020
A Closer Look at the Training Strategy for Modern Meta-Learning NIPS 2020
SGAP-Net: Semantic-Guided Attentive Prototypes Network for Few-Shot Human-Object Interaction Recognition AAAI 2020
Learning Meta Model for Zero- and Few-Shot Face Anti-Spoofing AAAI 2020
Context-Transformer: Tackling Object Confusion for Few-Shot Detection AAAI 2020
BERTering RAMS: What and How Much does BERT Already Know About Event Arguments? - A Study on the RAMS Dataset EMNLP 2020
Contract Discovery: Dataset and a Few-Shot Semantic Retrieval Challenge with Competitive Baselines EMNLP 2020
Do We Need to Create Big Datasets to Learn a Task? EMNLP 2020
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning EMNLP 2020
Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data CVPR 2020
METAL: Minimum Effort Temporal Activity Localization in Untrimmed Videos CVPR 2020