Few-Shot Learning

Self-Supervised Pre-Training with Diffusion Model for Few-Shot Landmark Detection in X-Ray Images WACV 2025 Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text COLING 2025 Semi-automatic Sequential Sentence Classification in the Discourse Analysis Tool Suite NAACL 2025 Sibai: A Few-Shot Meta-Classifier for Poisoning Detection in Federated Learning ICCV 2025 Simplified Rewriting Improves Expert Summarization IJCNLP 2025 SimRP: Syntactic and Semantic Similarity Retrieval Prompting Enhances Aspect Sentiment Quad Prediction AAAI 2025 SLM-Mod: Small Language Models Surpass LLMs at Content Moderation NAACL 2025 Solid-SQL: Enhanced Schema-linking based In-context Learning for Robust Text-to-SQL COLING 2025 Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation ICCV 2025 Spatial Annealing for Efficient Few-shot Neural Rendering AAAI 2025 Speaker Identification and Dataset Construction Using LLMs: A Case Study on Japanese Narratives NAACL 2025 StateCloud at Critical Questions Generation: Prompt Engineering for Critical Question Generation ACL 2025 Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models ACL 2025 Structured Tender Entities Extraction from Complex Tables with Few-short Learning COLING 2025 SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning AAAI 2025 TAG–EQA: Text–And–Graph for Event Question Answering via Structured Prompting Strategies EMNLP 2025 TailedCore: Few-Shot Sampling for Unsupervised Long-Tail Noisy Anomaly Detection CVPR 2025 Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025 Task-Specific Preconditioner for Cross-Domain Few-Shot Learning AAAI 2025 Taylor Series-Inspired Local Structure Fitting Network for Few-shot Point Cloud Semantic Segmentation AAAI 2025 Teaching VLMs to Localize Specific Objects from In-context Examples ICCV 2025 Template-Driven LLM-Paraphrased Framework for Tabular Math Word Problem Generation AAAI 2025 Temporal Alignment-Free Video Matching for Few-shot Action Recognition CVPR 2025 Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP AAAI 2025 Text Augmented Correlation Transformer For Few-shot Classification & Segmentation CVPR 2025