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few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

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

ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models NIPS 2022
Spherization Layer: Representation Using Only Angles NIPS 2022
Searching for Better Spatio-temporal Alignment in Few-Shot Action Recognition NIPS 2022
Few-Shot Non-Parametric Learning with Deep Latent Variable Model NIPS 2022
NSP-BERT: A Prompt-based Few-Shot Learner through an Original Pre-training Task —— Next Sentence Prediction COLING 2022
FeLMi : Few shot Learning with hard Mixup NIPS 2022
Adversarial Task Up-sampling for Meta-learning NIPS 2022
HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning ICML 2022
DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations NIPS 2022
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation NIPS 2022
SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation ICML 2022
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning NIPS 2022
The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning NIPS 2022
Multi-Agent Reinforcement Learning is a Sequence Modeling Problem NIPS 2022
Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking ACL 2022
A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition ACL 2022
A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction ACL 2022
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning ACL 2022
LEVEN: A Large-Scale Chinese Legal Event Detection Dataset ACL 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ACL 2022
Few-shot Named Entity Recognition with Self-describing Networks ACL 2022
MedSelect: Selective Labeling for Medical Image Classification Using Meta-Learning MIDL 2022
Non-Parametric Word Sense Disambiguation for Historical Languages AACL 2022
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts ACL 2022
OpenPrompt: An Open-source Framework for Prompt-learning ACL 2022