few-shot

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

collection of diffusion model papers categorized by their subareas

Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)

FSL-Mate: A collection of resources for few-shot learning (FSL).

Modality-Transferable-MER, multimodal emotion recognition model with zero-shot and few-shot abilities.

LangChain, Llama2-Chat, and zero- and few-shot prompting are used to generate synthetic datasets for IR and RAG system evaluation

Let ChatGPT (Large Language Models) Serve As Data Annotator and Zero-shot/few-shot Information Extractor.

[AAAI 2026] Offical implementation of "Commonality in Few: Few-Shot Multimodal Anomaly Detection via Hypergraph-Enhanced Memory".