← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

STraTA: Self-Training with Task Augmentation for Better Few-shot Learning EMNLP 2021
Frustratingly Simple but Surprisingly Strong: Using Language-Independent Features for Zero-shot Cross-lingual Semantic Parsing EMNLP 2021
A Semantic Feature-Wise Transformation Relation Network for Automatic Short Answer Grading EMNLP 2021
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models EMNLP 2021
Few-Shot Named Entity Recognition: An Empirical Baseline Study EMNLP 2021
Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots EMNLP 2021
MonoRec: Semi-Supervised Dense Reconstruction in Dynamic Environments From a Single Moving Camera CVPR 2021
On Multi-Armed Bandit Designs for Dose-Finding Trials JMLR 2021
Adversarial Robustness of Streaming Algorithms through Importance Sampling NIPS 2021
Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization NIPS 2021
How Fine-Tuning Allows for Effective Meta-Learning NIPS 2021
True Few-Shot Learning with Language Models NIPS 2021
Revisit Multimodal Meta-Learning through the Lens of Multi-Task Learning NIPS 2021
Online Meta-Learning via Learning with Layer-Distributed Memory NIPS 2021
Multi-Objective Meta Learning NIPS 2021
Memory Efficient Meta-Learning with Large Images NIPS 2021
Bridging the Gap Between Practice and PAC-Bayes Theory in Few-Shot Meta-Learning NIPS 2021
Learning to Learn Dense Gaussian Processes for Few-Shot Learning NIPS 2021
FLEX: Unifying Evaluation for Few-Shot NLP NIPS 2021
Statistically and Computationally Efficient Linear Meta-representation Learning NIPS 2021
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples NIPS 2021
Few-Shot Open-Set Recognition by Transformation Consistency CVPR 2021
Few-Shot Image Generation via Cross-Domain Correspondence CVPR 2021
Rethinking Class Relations: Absolute-Relative Supervised and Unsupervised Few-Shot Learning CVPR 2021
Mutual CRF-GNN for Few-Shot Learning CVPR 2021