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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

Non-Gaussian Gaussian Processes for Few-Shot Regression NIPS 2021
IBM MNLP IE at CASE 2021 Task 2: NLI Reranking for Zero-Shot Text Classification IJCNLP 2021
Meta-Learning for Few-Shot Named Entity Recognition IJCNLP 2021
Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification IJCNLP 2021
Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation IJCNLP 2021
MCL@IITK at SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation using Augmented Data, Signals, and Transformers IJCNLP 2021
Sample-efficient Linguistic Generalizations through Program Synthesis: Experiments with Phonology Problems IJCNLP 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
Online probabilistic label trees AISTATS 2021
Few-Shot Learning via Feature Hallucination With Variational Inference WACV 2021
Towards Zero-Shot Learning With Fewer Seen Class Examples WACV 2021
Representation Learning From Videos In-the-Wild: An Object-Centric Approach WACV 2021
RNNP: A Robust Few-Shot Learning Approach WACV 2021
Improving Few-Shot Learning Using Composite Rotation Based Auxiliary Task WACV 2021
One-Shot Image Recognition Using Prototypical Encoders With Reduced Hubness WACV 2021
Multimodal Prototypical Networks for Few-Shot Learning WACV 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