few-shot learning

SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels ICLR 2025 Sparse Transfer Learning Accelerates and Enhances Certified Robustness: A Comprehensive Study AAAI 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 SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction ACL 2025 sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting ACL 2025 SPICA: Retrieving Scenarios for Pluralistic In-Context Alignment ACL 2025 Split Adaptation for Pre-trained Vision Transformers CVPR 2025 Spoken Language Understanding on Unseen Tasks With In-Context Learning Interspeech 2025 SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models ICLR 2025 Spotlighter: Revisiting Prompt Tuning from a Representative Mining View EMNLP 2025 StateCloud at Critical Questions Generation: Prompt Engineering for Critical Question Generation ACL 2025 STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM AAAI 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 Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification EMNLP 2025 SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning AAAI 2025 SynthDetoxM: Modern LLMs are Few-Shot Parallel Detoxification Data Annotators NAACL 2025 Synthetic Prior for Few-Shot Drivable Head Avatar Inversion CVPR 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 Gradient Adaptation for Few-Shot One-Class Classification CVPR 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 Sarcasm: Few-Shot Multimodal Sarcasm Detection via Distillation to a Parameter-Efficient Student IJCNLP 2025