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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

Parameter Prediction for Unseen Deep Architectures NIPS 2021
Meta-Learning for Relative Density-Ratio Estimation NIPS 2021
argmax centroid NIPS 2021
On sensitivity of meta-learning to support data NIPS 2021
TOHAN: A One-step Approach towards Few-shot Hypothesis Adaptation NIPS 2021
Intriguing Properties of Vision Transformers NIPS 2021
Think Big, Teach Small: Do Language Models Distil Occam’s Razor? NIPS 2021
Improving Contrastive Learning on Imbalanced Data via Open-World Sampling NIPS 2021
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation NIPS 2021
Non-Gaussian Gaussian Processes for Few-Shot Regression NIPS 2021
Robust Spatio-Temporal Purchase Prediction via Deep Meta Learning AAAI 2021
Cold-start Sequential Recommendation via Meta Learner AAAI 2021
(Comet-) Atomic 2020: On Symbolic and Neural Commonsense Knowledge Graphs AAAI 2021
Learning Intact Features by Erasing-Inpainting for Few-shot Classification AAAI 2021
SALNet: Semi-supervised Few-Shot Text Classification with Attention-based Lexicon Construction AAAI 2021
Multi-label Few-shot Learning with Semantic Inference (Student Abstract) AAAI 2021
WARP: Word-level Adversarial ReProgramming ACL 2021
Distinct Label Representations for Few-Shot Text Classification ACL 2021
Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation ACL 2021
Sample-efficient Linguistic Generalizations through Program Synthesis: Experiments with Phonology Problems ACL 2021
"Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer CORL 2021
Word Sense Disambiguation: Towards Interactive Context Exploitation from Both Word and Sense Perspectives ACL 2021
PASS: Perturb-and-Select Summarizer for Product Reviews ACL 2021
A Systematic Investigation of KB-Text Embedding Alignment at Scale ACL 2021
An Exploratory Analysis of Multilingual Word-Level Quality Estimation with Cross-Lingual Transformers ACL 2021