Few-Shot Learning

A Strong Baseline for Generalized Few-Shot Semantic Segmentation CVPR 2023 AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection CVPR 2023 Atlas: Few-shot Learning with Retrieval Augmented Language Models JMLR 2023 AttenWalker: Unsupervised Long-Document Question Answering via Attention-based Graph Walking ACL 2023 Augmenting Large Language Model Translators via Translation Memories ACL 2023 AutoConv: Automatically Generating Information-seeking Conversations with Large Language Models ACL 2023 Automated Few-Shot Classification with Instruction-Finetuned Language Models EMNLP 2023 Automatic Reflection Generation for Peer-to-Peer Counseling EMNLP 2023 Autonomous Manipulation Learning for Similar Deformable Objects via Only One Demonstration CVPR 2023 Beyond English: Evaluating LLMs for Arabic Grammatical Error Correction EMNLP 2023 Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification AAAI 2023 BlendFields: Few-Shot Example-Driven Facial Modeling CVPR 2023 BLESS: Benchmarking Large Language Models on Sentence Simplification EMNLP 2023 Boosting Few-Shot Text Classification via Distribution Estimation AAAI 2023 Boosting Prompt-Based Self-Training With Mapping-Free Automatic Verbalizer for Multi-Class Classification EMNLP 2023 Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization CVPR 2023 Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object Detection AAAI 2023 BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions EMNLP 2023 Can In-context Learners Learn a Reasoning Concept from Demonstrations? ACL 2023 CASSI: Contextual and Semantic Structure-based Interpolation Augmentation for Low-Resource NER EMNLP 2023 Causal Intervention-based Few-Shot Named Entity Recognition EMNLP 2023 CellTranspose: Few-Shot Domain Adaptation for Cellular Instance Segmentation WACV 2023 Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation Extraction EMNLP 2023 Clustered-patch Element Connection for Few-shot Learning IJCAI 2023 ClusterPrompt: Cluster Semantic Enhanced Prompt Learning for New Intent Discovery EMNLP 2023