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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Discrete and Soft Prompting for Multilingual Models EMNLP 2021
AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ACL 2021
A Distribution-dependent Analysis of Meta Learning ICML 2021
A Multilingual Benchmark for Probing Negation-Awareness with Minimal Pairs EMNLP 2021
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation ICML 2021
Few-Shot Pill Recognition CVPR 2020
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks EMNLP 2020
Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs EMNLP 2020
Few-Shot Learning for Opinion Summarization EMNLP 2020
Contract Discovery: Dataset and a Few-Shot Semantic Retrieval Challenge with Competitive Baselines EMNLP 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation EMNLP 2020
Knowledge Graph Transfer Network for Few-Shot Recognition AAAI 2020
Learning from the Past: Continual Meta-Learning with Bayesian Graph Neural Networks AAAI 2020
Few-Cost Salient Object Detection with Adversarial-Paced Learning NIPS 2020
Generative Continual Concept Learning AAAI 2020
One-Shot Image Classification by Learning to Restore Prototypes AAAI 2020
Enhanced Meta-Learning for Cross-Lingual Named Entity Recognition with Minimal Resources AAAI 2020
Diversity Transfer Network for Few-Shot Learning AAAI 2020
Learning Meta Model for Zero- and Few-Shot Face Anti-Spoofing AAAI 2020
Differentiable Meta-Learning Model for Few-Shot Semantic Segmentation AAAI 2020
Context-Transformer: Tackling Object Confusion for Few-Shot Detection AAAI 2020
When Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract) AAAI 2020
Re-solve it: simulating the acquisition of core semantic competences from small data EMNLP 2020
The ADAPT System Description for the WMT20 News Translation Task EMNLP 2020
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels NIPS 2020