Few-Shot Learning

CMVAE: Causal Meta VAE for Unsupervised Meta-Learning AAAI 2023 Coarse-to-fine Few-shot Learning for Named Entity Recognition ACL 2023 CoAug: Combining Augmentation of Labels and Labelling Rules ACL 2023 Cold-Start Data Selection for Better Few-shot Language Model Fine-tuning: A Prompt-based Uncertainty Propagation Approach ACL 2023 Comparing Prompt-Based and Standard Fine-Tuning for Urdu Text Classification EMNLP 2023 Complementary Explanations for Effective In-Context Learning ACL 2023 Compositional Exemplars for In-context Learning ICML 2023 Compositional Prototypical Networks for Few-Shot Classification AAAI 2023 Conditional Tree Matching for Inference-Time Adaptation of Tree Prediction Models ICML 2023 Conditioning on Dialog Acts improves Empathy Style Transfer EMNLP 2023 Confidence-based Visual Dispersal for Few-shot Unsupervised Domain Adaptation ICCV 2023 Contrastive Knowledge-Augmented Meta-Learning for Few-Shot Classification WACV 2023 Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text ACL 2023 Cross-Domain Few-Shot Graph Classification with a Reinforced Task Coordinator AAAI 2023 Data Augmentation for Low-Resource Keyphrase Generation ACL 2023 Data-Efficient Methods For Improving Hate Speech Detection EACL 2023 DecoMT: Decomposed Prompting for Machine Translation Between Related Languages using Large Language Models EMNLP 2023 DemoSG: Demonstration-enhanced Schema-guided Generation for Low-resource Event Extraction EMNLP 2023 Demystifying Prompts in Language Models via Perplexity Estimation EMNLP 2023 Density-Aware Prototypical Network for Few-Shot Relation Classification EMNLP 2023 DePlot: One-shot visual language reasoning by plot-to-table translation ACL 2023 DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation NeurIPS 2023 Disfluency Generation for More Robust Dialogue Systems ACL 2023 Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation CVPR 2023 DiSTRICT: Dialogue State Tracking with Retriever Driven In-Context Tuning EMNLP 2023