Few-Shot Learning

PromptNER: Prompt Locating and Typing for Named Entity Recognition ACL 2023 Prototype-based HyperAdapter for Sample-Efficient Multi-task Tuning EMNLP 2023 Prototypical Fine-Tuning: Towards Robust Performance under Varying Data Sizes AAAI 2023 RankDNN: Learning to Rank for Few-Shot Learning AAAI 2023 Residual Prompt Tuning: improving prompt tuning with residual reparameterization ACL 2023 Rethinking Few-Shot Medical Segmentation: A Vector Quantization View CVPR 2023 Rethinking the Correlation in Few-Shot Segmentation: A Buoys View CVPR 2023 Retrieval-Augmented Few-shot Text Classification EMNLP 2023 Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training ACL 2023 Revisiting Automated Prompting: Are We Actually Doing Better? ACL 2023 Revisiting Relation Extraction in the era of Large Language Models ACL 2023 Revisiting the Spatial and Temporal Modeling for Few-Shot Action Recognition AAAI 2023 Robust One-Shot Segmentation of Brain Tissues via Image-Aligned Style Transformation AAAI 2023 RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations ACL 2023 StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning CVPR 2023 Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023 TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding EMNLP 2023 TART: Improved Few-shot Text Classification Using Task-Adaptive Reference Transformation ACL 2023 Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models EMNLP 2023 Turning a CLIP Model Into a Scene Text Detector CVPR 2023 Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition EMNLP 2023 UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization ACL 2023 UTSA-NLP at RadSum23: Multi-modal Retrieval-Based Chest X-Ray Report Summarization ACL 2023 ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification CVPR 2023 Where Is My Spot? Few-Shot Image Generation via Latent Subspace Optimization CVPR 2023