Few-Shot Learning

LASP: Text-to-Text Optimization for Language-Aware Soft Prompting of Vision & Language Models CVPR 2023 Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? ACL 2023 Learning to Learn Better for Video Object Segmentation AAAI 2023 Learning To Segment Every Referring Object Point by Point CVPR 2023 Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning ACL 2023 LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning ACL 2023 Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios ACL 2023 MANNER: A Variational Memory-Augmented Model for Cross Domain Few-Shot Named Entity Recognition ACL 2023 Master: Meta Style Transformer for Controllable Zero-Shot and Few-Shot Artistic Style Transfer CVPR 2023 Meta Learning to Bridge Vision and Language Models for Multimodal Few-Shot Learning ICLR 2023 Meta Omnium: A Benchmark for General-Purpose Learning-To-Learn CVPR 2023 Meta-training with Demonstration Retrieval for Efficient Few-shot Learning ACL 2023 MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation CVPR 2023 MixPAVE: Mix-Prompt Tuning for Few-shot Product Attribute Value Extraction ACL 2023 Model ensemble instead of prompt fusion: a sample-specific knowledge transfer method for few-shot prompt tuning ICLR 2023 Multi-Label Few-Shot ICD Coding as Autoregressive Generation with Prompt AAAI 2023 Multi-Mask Label Mapping for Prompt-Based Learning AAAI 2023 Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning With Multimodal Models CVPR 2023 Neural Transformation Fields for Arbitrary-Styled Font Generation CVPR 2023 Noisy Exemplars Make Large Language Models More Robust: A Domain-Agnostic Behavioral Analysis EMNLP 2023 On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval EMNLP 2023 PaLM: Scaling Language Modeling with Pathways JMLR 2023 Parameter-Efficient Model Adaptation for Vision Transformers AAAI 2023 PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models CVPR 2023 Progressive Few-Shot Adaptation of Generative Model with Align-Free Spatial Correlation AAAI 2023