← Learning Types
Machine Learning › Learning Types ›

Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Hint-Aug: Drawing Hints From Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning CVPR 2023
One Fits All: Power General Time Series Analysis by Pretrained LM NIPS 2023
Domain Re-Modulation for Few-Shot Generative Domain Adaptation NIPS 2023
The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification NIPS 2023
Does Continual Learning Meet Compositionality? New Benchmarks and An Evaluation Framework NIPS 2023
PromptDA: Label-guided Data Augmentation for Prompt-based Few Shot Learners EACL 2023
SwitchPrompt: Learning Domain-Specific Gated Soft Prompts for Classification in Low-Resource Domains EACL 2023
Data-Efficient Methods For Improving Hate Speech Detection EACL 2023
Contrastive Knowledge-Augmented Meta-Learning for Few-Shot Classification WACV 2023
MORGAN: Meta-Learning-Based Few-Shot Open-Set Recognition via Generative Adversarial Network WACV 2023
PromptBoosting: Black-Box Text Classification with Ten Forward Passes ICML 2023
Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language ICML 2023
Unsupervised and Few-Shot Parsing from Pretrained Language Models (Extended Abstract) IJCAI 2023
Learning Few-shot Sample-set Operations for Noisy Multi-label Aspect Category Detection IJCAI 2023
Prototypical Kernel Learning and Open-set Foreground Perception for Generalized Few-shot Semantic Segmentation ICCV 2023
Confidence-based Visual Dispersal for Few-shot Unsupervised Domain Adaptation ICCV 2023
A Low-Shot Object Counting Network With Iterative Prototype Adaptation ICCV 2023
Space-time Prompting for Video Class-incremental Learning ICCV 2023
Few-shot Continual Infomax Learning ICCV 2023
GraphPrompt: Graph-Based Prompt Templates for Biomedical Synonym Prediction AAAI 2023
Prototypical Fine-Tuning: Towards Robust Performance under Varying Data Sizes AAAI 2023
Multi-Mask Label Mapping for Prompt-Based Learning AAAI 2023
KPT: Keyword-Guided Pre-training for Grounded Dialog Generation AAAI 2023
Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations ACL 2023
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification ACL 2023