Few-Shot Learning

Argument Detection in Student Essays under Resource Constraints EMNLP 2023 A Semi-parametric Model for Decision Making in High-Dimensional Sensory Discrimination Tasks AAAI 2023 A Simple Baseline for Knowledge-Based Visual Question Answering EMNLP 2023 Ask Me Anything: A simple strategy for prompting language models ICLR 2023 A smashed glass cannot be full: Generation of Commonsense Explanations through Prompt-based Few-shot Learning ACL 2023 Assessing Out-of-Domain Language Model Performance from Few Examples EACL 2023 Atlas: Few-shot Learning with Retrieval Augmented Language Models JMLR 2023 Augmenting and Aligning Snippets for Few-Shot Video Domain Adaptation ICCV 2023 A Unified, Scalable Framework for Neural Population Decoding NeurIPS 2023 Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization AAAI 2023 Benchmarking Large Language Model Capabilities for Conditional Generation ACL 2023 Better Generalized Few-Shot Learning Even without Base Data AAAI 2023 Beyond English: Evaluating LLMs for Arabic Grammatical Error Correction EMNLP 2023 Bidirectional Language Models Are Also Few-shot Learners ICLR 2023 Bi-Level Meta-Learning for Few-Shot Domain Generalization CVPR 2023 Black Box Few-Shot Adaptation for Vision-Language Models ICCV 2023 BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning CVPR 2023 Boosting Few-shot Action Recognition with Graph-guided Hybrid Matching ICCV 2023 Boosting Low-Data Instance Segmentation by Unsupervised Pre-Training With Saliency Prompt CVPR 2023 Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization CVPR 2023 Boosting Transformers and Language Models for Clinical Prediction in Immunotherapy ACL 2023 Bootstrapping Multilingual Semantic Parsers using Large Language Models EACL 2023 Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object Detection AAAI 2023 Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding Interspeech 2023 Can Language Models Teach? Teacher Explanations Improve Student Performance via Personalization NeurIPS 2023