← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Hitachi at SemEval-2022 Task 2: On the Effectiveness of Span-based Classification Approaches for Multilingual Idiomaticity Detection NAACL 2022
Dyna-bAbI: unlocking bAbI’s potential with dynamic synthetic benchmarking NAACL 2022
CardiffNLP-Metaphor at SemEval-2022 Task 2: Targeted Fine-tuning of Transformer-based Language Models for Idiomaticity Detection NAACL 2022
Transferring Hierarchical Structures with Dual Meta Imitation Learning CORL 2022
MIRA: Mental Imagery for Robotic Affordances CORL 2022
Few-Shot Preference Learning for Human-in-the-Loop RL CORL 2022
Tailoring Visual Object Representations to Human Requirements: A Case Study with a Recycling Robot CORL 2022
Do Bayesian variational autoencoders know what they don’t know? UAI 2022
Mutual information based Bayesian graph neural network for few-shot learning UAI 2022
Towards unsupervised open world semantic segmentation UAI 2022
ST-MAML : A stochastic-task based method for task-heterogeneous meta-learning UAI 2022
Look Ma, Only 400 Samples! Revisiting the Effectiveness of Automatic N-Gram Rule Generation for Spelling Normalization in Filipino EMNLP 2022
Few-Shot Learning with Semi-Supervised Transformers for Electronic Health Records MLHC 2022
Semantic Cross Attention for Few-shot Learning ACML 2022
Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation NIPS 2022
Enhancing Cross-lingual Natural Language Inference by Prompt-learning from Cross-lingual Templates ACL 2022
Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER ACL 2022
A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models ACL 2022
Memorisation versus Generalisation in Pre-trained Language Models ACL 2022
Can Pre-trained Language Models Interpret Similes as Smart as Human? ACL 2022
Meta-Learning for Fast Cross-Lingual Adaptation in Dependency Parsing ACL 2022
Few-Shot Learning with Siamese Networks and Label Tuning ACL 2022
AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters ACL 2022
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning SEMEVAL 2022
CardiffNLP-Metaphor at SemEval-2022 Task 2: Targeted Fine-tuning of Transformer-based Language Models for Idiomaticity Detection SEMEVAL 2022