Few-Shot Learning

GPS: Genetic Prompt Search for Efficient Few-Shot Learning EMNLP 2022 Graph Few-shot Learning with Task-specific Structures NeurIPS 2022 Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification EMNLP 2022 HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold EMNLP 2022 Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writing EMNLP 2022 Hierarchical Attention Network for Explainable Depression Detection on Twitter Aided by Metaphor Concept Mappings COLING 2022 Hierarchical Recurrent Aggregative Generation for Few-Shot NLG ACL 2022 Hierarchical Tagger with Multi-task Learning for Cross-domain Slot Filling Interspeech 2022 Hierarchical Variational Memory for Few-shot Learning Across Domains ICLR 2022 How to Distribute Data across Tasks for Meta-Learning? AAAI 2022 HW-TSC Translation Systems for the WMT22 Chat Translation Task EMNLP 2022 Hybrid Graph Neural Networks for Few-Shot Learning AAAI 2022 Hybrid Relation Guided Set Matching for Few-Shot Action Recognition CVPR 2022 Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NeurIPS 2022 Hyperbolic Knowledge Transfer with Class Hierarchy for Few-Shot Learning IJCAI 2022 HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning ICML 2022 IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach EMNLP 2022 iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022 IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages ICML 2022 Impact of Pretraining Term Frequencies on Few-Shot Numerical Reasoning EMNLP 2022 Improved Algorithms for Neural Active Learning NeurIPS 2022 Improved Relation Networks for End-to-End Speaker Verification and Identification Interspeech 2022 Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation EMNLP 2022 Improving Few-Shot Relation Classification by Prototypical Representation Learning with Definition Text NAACL 2022 Improving Few-Shot Text-to-SQL with Meta Self-Training via Column Specificity IJCAI 2022