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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

FastRecon: Few-shot Industrial Anomaly Detection via Fast Feature Reconstruction ICCV 2023
Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023
Progressive Few-Shot Adaptation of Generative Model with Align-Free Spatial Correlation AAAI 2023
LLM4Vis: Explainable Visualization Recommendation using ChatGPT EMNLP 2023
MEAL: Stable and Active Learning for Few-Shot Prompting EMNLP 2023
Retrieval-Augmented Few-shot Text Classification EMNLP 2023
Comparing Prompt-Based and Standard Fine-Tuning for Urdu Text Classification EMNLP 2023
PivotFEC: Enhancing Few-shot Factual Error Correction with a Pivot Task Approach using Large Language Models EMNLP 2023
Always the Best Fit: Adaptive Domain Gap Filling from Causal Perspective for Few-Shot Relation Extraction EMNLP 2023
Ultra-Fine Entity Typing with Prior Knowledge about Labels: A Simple Clustering Based Strategy EMNLP 2023
Less than One-shot: Named Entity Recognition via Extremely Weak Supervision EMNLP 2023
Boosting Prompt-Based Self-Training With Mapping-Free Automatic Verbalizer for Multi-Class Classification EMNLP 2023
Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning EMNLP 2023
Beyond English: Evaluating LLMs for Arabic Grammatical Error Correction EMNLP 2023
Intent Detection and Slot Filling for Home Assistants: Dataset and Analysis for Bangla and Sylheti EMNLP 2023
Machine Translation with Large Language Models: Prompting, Few-shot Learning, and Fine-tuning with QLoRA EMNLP 2023
KnowComp Submission for WMT23 Word-Level AutoCompletion Task EMNLP 2023
Task Residual for Tuning Vision-Language Models CVPR 2023
MMG-Ego4D: Multimodal Generalization in Egocentric Action Recognition CVPR 2023
Learning Orthogonal Prototypes for Generalized Few-Shot Semantic Segmentation CVPR 2023
ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification CVPR 2023
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation CVPR 2023
MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding CVPR 2023
Rethinking the Correlation in Few-Shot Segmentation: A Buoys View CVPR 2023
Where Is My Wallet? Modeling Object Proposal Sets for Egocentric Visual Query Localization CVPR 2023