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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Progressive Network Grafting for Few-Shot Knowledge Distillation AAAI 2021
Few-Shot Conformal Prediction with Auxiliary Tasks ICML 2021
Learning to Learn Semantic Factors in Heterogeneous Image Classification NAACL 2021
multiPRover: Generating Multiple Proofs for Improved Interpretability in Rule Reasoning NAACL 2021
PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning AAAI 2021
Integrating Pre-trained Model into Rule-based Dialogue Management AAAI 2021
Teaching Keyword Spotters to Spot New Keywords with Limited Examples INTERSPEECH 2021
A Meta-Learning Approach for User-Defined Spoken Term Classification with Varying Classes and Examples INTERSPEECH 2021
Few-Shot Learning of New Sound Classes for Target Sound Extraction INTERSPEECH 2021
Medically Aware GPT-3 as a Data Generator for Medical Dialogue Summarization NAACL 2021
Scalable Few-Shot Learning of Robust Biomedical Name Representations NAACL 2021
Knowledge Guided Metric Learning for Few-Shot Text Classification NAACL 2021
Example-Driven Intent Prediction with Observers NAACL 2021
Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis NAACL 2021
Few-shot Intent Classification and Slot Filling with Retrieved Examples NAACL 2021
EnSidNet: Enhanced Hybrid Siamese-Deep Network for grouping clinical trials into drug-development pathways NAACL 2021
Few-Shot Text Classification with Triplet Networks, Data Augmentation, and Curriculum Learning NAACL 2021
TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names NAACL 2021
It’s Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners NAACL 2021
Towards Few-shot Fact-Checking via Perplexity NAACL 2021
Non-Parametric Few-Shot Learning for Word Sense Disambiguation NAACL 2021
Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System NAACL 2021
MIMOSA: Multi-constraint Molecule Sampling for Molecule Optimization AAAI 2021
Large-Scale Meta-Learning with Continual Trajectory Shifting ICML 2021
Self-Supervised Test-Time Learning for Reading Comprehension NAACL 2021