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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Active PETs: Active Data Annotation Prioritisation for Few-Shot Claim Verification with Pattern Exploiting Training EACL 2023
Translate First Reorder Later: Leveraging Monotonicity in Semantic Parsing EACL 2023
Distinguishability Calibration to In-Context Learning EACL 2023
Stabilized In-Context Learning with Pre-trained Language Models for Few Shot Dialogue State Tracking EACL 2023
The Unreasonable Effectiveness of Few-shot Learning for Machine Translation ICML 2023
On Conditional and Compositional Language Model Differentiable Prompting IJCAI 2023
Online Prototype Alignment for Few-shot Policy Transfer ICML 2023
MEWL: Few-shot multimodal word learning with referential uncertainty ICML 2023
Learning to Learn from Corrupted Data for Few-Shot Learning IJCAI 2023
Clustered-patch Element Connection for Few-shot Learning IJCAI 2023
MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding CVPR 2023
Few-Shot Semantic Image Synthesis With Class Affinity Transfer CVPR 2023
Distillation of encoder-decoder transformers for sequence labelling EACL 2023
WikiGoldSK: Annotated Dataset, Baselines and Few-Shot Learning Experiments for Slovak Named Entity Recognition EACL 2023
Cross-Cultural Transfer Learning for Chinese Offensive Language Detection EACL 2023
A Closer Look at Few-shot Classification Again ICML 2023
Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization CVPR 2023
Efficient Training of Language Models using Few-Shot Learning ICML 2023
Graph Sampling-based Meta-Learning for Molecular Property Prediction IJCAI 2023
SAT-Based PAC Learning of Description Logic Concepts IJCAI 2023
Evidential Conditional Neural Processes AAAI 2023
Multilingual LLMs are Better Cross-lingual In-context Learners with Alignment ACL 2023
Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction ICML 2023
Efficient Dynamic Batch Adaptation (Student Abstract) AAAI 2023
Extensible and Efficient Proxy for Neural Architecture Search ICCV 2023