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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

Switch-GPT: An Effective Method for Constrained Text Generation under Few-Shot Settings (Student Abstract) AAAI 2022
LITMUS Predictor: An AI Assistant for Building Reliable, High-Performing and Fair Multilingual NLP Systems AAAI 2022
MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning IJCAI 2022
CS/NLP at SemEval-2022 Task 4: Effective Data Augmentation Methods for Patronizing Language Detection and Multi-label Classification with RoBERTa and GPT3 SEMEVAL 2022
How General-Purpose Is a Language Model? Usefulness and Safety with Human Prompters in the Wild AAAI 2022
Label Hallucination for Few-Shot Classification AAAI 2022
Cross-Domain Few-Shot Graph Classification AAAI 2022
Long-Short Term Cross-Transformer in Compressed Domain for Few-Shot Video Classification IJCAI 2022
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation IJCAI 2022
Attentional Meta-learners for Few-shot Polythetic Classification ICML 2022
MAML and ANIL Provably Learn Representations ICML 2022
Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile ICML 2022
GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-supervised Learning and Explicit Policy Injection AAAI 2022
Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation IJCAI 2022
Improved Relation Networks for End-to-End Speaker Verification and Identification INTERSPEECH 2022
DESED: Dialogue-based Explanation for Sentence-level Event Detection COLING 2022
Dependency-aware Prototype Learning for Few-shot Relation Classification COLING 2022
MaskSplit: Self-Supervised Meta-Learning for Few-Shot Semantic Segmentation WACV 2022
FLUID: Few-Shot Self-Supervised Image Deraining WACV 2022
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning WACV 2022
Detecting Tear Gas Canisters With Limited Training Data WACV 2022
Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation WACV 2022
What Makes for Effective Few-Shot Point Cloud Classification? WACV 2022
Contextual Gradient Scaling for Few-Shot Learning WACV 2022
A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation WACV 2022