Few-Shot Learning

Learning an Explicit Hyper-parameter Prediction Function Conditioned on Tasks JMLR 2023 Learning Expressive Prompting With Residuals for Vision Transformers CVPR 2023 Learning Few-shot Sample-set Operations for Noisy Multi-label Aspect Category Detection IJCAI 2023 Learning Orthogonal Prototypes for Generalized Few-Shot Semantic Segmentation CVPR 2023 Learning Unnormalized Statistical Models via Compositional Optimization ICML 2023 Learning With Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning CVPR 2023 Less than One-shot: Named Entity Recognition via Extremely Weak Supervision EMNLP 2023 Leveraging Explicit Procedural Instructions for Data-Efficient Action Prediction ACL 2023 Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning ACL 2023 Licon: A Diverse, Controllable and Challenging Linguistic Concept Learning Benchmark EMNLP 2023 LightClone: Speaker-guided Parallel Subnet Selection for Few-shot Voice Cloning Interspeech 2023 Linguistic representations for fewer-shot relation extraction across domains ACL 2023 LLM4Vis: Explainable Visualization Recommendation using ChatGPT EMNLP 2023 LLM-powered Data Augmentation for Enhanced Cross-lingual Performance EMNLP 2023 LMCap: Few-shot Multilingual Image Captioning by Retrieval Augmented Language Model Prompting ACL 2023 LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning ACL 2023 Low-Resource Comparative Opinion Quintuple Extraction by Data Augmentation with Prompting EMNLP 2023 Low-Resource Compositional Semantic Parsing with Concept Pretraining EACL 2023 Low Resource Quantitative Information Extraction via Structure Searching and Prefix-Based Text Generation AAAI 2023 “Low-Resource” Text Classification: A Parameter-Free Classification Method with Compressors ACL 2023 Machine Translation with Large Language Models: Prompting, Few-shot Learning, and Fine-tuning with QLoRA EMNLP 2023 Making Language Models Better Reasoners with Step-Aware Verifier ACL 2023 Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios ACL 2023 MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding CVPR 2023 Master: Meta Style Transformer for Controllable Zero-Shot and Few-Shot Artistic Style Transfer CVPR 2023