Few-Shot Learning

Pragmatically Learning from Pedagogical Demonstrations in Multi-Goal Environments NeurIPS 2022 Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models EMNLP 2022 Prompt-Based Meta-Learning For Few-shot Text Classification EMNLP 2022 Prompt-free and Efficient Few-shot Learning with Language Models ACL 2022 Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022 Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models EMNLP 2022 Prompting for a conversation: How to control a dialog model? COLING 2022 Prompt-learning for Fine-grained Entity Typing EMNLP 2022 Prototypical Verbalizer for Prompt-based Few-shot Tuning ACL 2022 Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection NeurIPS 2022 Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference CVPR 2022 Question Answering Infused Pre-training of General-Purpose Contextualized Representations ACL 2022 Question Generation Based on Grammar Knowledge and Fine-grained Classification COLING 2022 Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask ACL 2022 Ranking Distance Calibration for Cross-Domain Few-Shot Learning CVPR 2022 Rapid Model Architecture Adaption for Meta-Learning NeurIPS 2022 RareGAN: Generating Samples for Rare Classes AAAI 2022 Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition EMNLP 2022 Residual bootstrap exploration for stochastic linear bandit UAI 2022 Rethinking Generalization in Few-Shot Classification NeurIPS 2022 Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning COLING 2022 Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? EMNLP 2022 Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning CVPR 2022 Revisiting the Practical Effectiveness of Constituency Parse Extraction from Pre-trained Language Models COLING 2022 RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning NAACL 2022