few-shot learning

SMASH: Improving SMAll Language Models’ Few-SHot Ability with Prompt-Based Distillation EMNLP 2022 Smoothed Embeddings for Certified Few-Shot Learning NeurIPS 2022 Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance EMNLP 2022 SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition EMNLP 2022 Spatio-Temporal Relation Modeling for Few-Shot Action Recognition CVPR 2022 Spherization Layer: Representation Using Only Angles NeurIPS 2022 Stage Conscious Attention Network (SCAN): A Demonstration-Conditioned Policy for Few-Shot Imitation AAAI 2022 ST-MAML : A stochastic-task based method for task-heterogeneous meta-learning UAI 2022 Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning ICML 2022 Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling NAACL 2022 Subspace Learning for Effective Meta-Learning ICML 2022 Subspace Regularizers for Few-Shot Class Incremental Learning ICLR 2022 Successive Prompting for Decomposing Complex Questions EMNLP 2022 Switch-GPT: An Effective Method for Constrained Text Generation under Few-Shot Settings (Student Abstract) AAAI 2022 Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification ICLR 2022 Tailoring Visual Object Representations to Human Requirements: A Case Study with a Recycling Robot CoRL 2022 TAPE: Assessing Few-shot Russian Language Understanding EMNLP 2022 Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance Detection COLING 2022 Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition CVPR 2022 Task Affinity with Maximum Bipartite Matching in Few-Shot Learning ICLR 2022 Task Discrepancy Maximization for Fine-Grained Few-Shot Classification CVPR 2022 Task-guided Disentangled Tuning for Pretrained Language Models ACL 2022 TEAM UFAL @ CreativeSumm 2022: BART and SamSum based few-shot approach for creative Summarization COLING 2022 Template-free Prompt Tuning for Few-shot NER NAACL 2022 Temporal Alignment Prediction for Supervised Representation Learning and Few-Shot Sequence Classification ICLR 2022