few-shot learning

FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification CVPR 2025 FontAnimate: High Quality Few-shot Font Generation via Animating Font Transfer Process ICCV 2025 FormosanBench: Benchmarking Low-Resource Austronesian Languages in the Era of Large Language Models EMNLP 2025 Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025 Frequency-Guided Masking for Enhanced Vision Self-Supervised Learning ICLR 2025 FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images CVPR 2025 From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025 From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation ICLR 2025 From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025 FrugalNeRF: Fast Convergence for Extreme Few-shot Novel View Synthesis without Learned Priors CVPR 2025 FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025 FS-KEN: Few-shot Knowledge Graph Reasoning by Adversarial Negative Enhancing IJCAI 2025 FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025 Fully Few-shot Class-incremental Audio Classification Using Multi-level Embedding Extractor and Ridge Regression Classifier Interspeech 2025 Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model CVPR 2025 Generalized Few-Shot Point Cloud Segmentation via LLM-Assisted Hyper-Relation Matching ICCV 2025 Generating Diverse Training Samples for Relation Extraction with Large Language Models ACL 2025 Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs COLING 2025 Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images WACV 2025 Geometric Feature Embedding for Effective 3D Few-Shot Class Incremental Learning ICML 2025 GoP2Vec: A few shot learning for pronunciation assessment with goodness of pronunciation (GoP) based representations from an i-vector framework and augmentation Interspeech 2025 gowithnlp at SemEval-2025 Task 10: Leveraging Entity-Centric Chain of Thought and Iterative Prompt Refinement for Multi-Label Classification SemEval 2025 GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025 GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning EMNLP 2025 GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models ICLR 2025