Awesome Few-shot Learning Papers and Source Codes

AnomalyGPT: Industrial Anomaly Detection Without Manual Thresholds or Labeled Anomalies 1043

In industrial quality control, detecting defects—like cracks in concrete, scratches on metal, or deformities in packaged goods—is critical. Yet traditional…

01/04/2026Few-shot Learning, Industrial Anomaly Detection, vision-language modeling

EasyNLP: Rapidly Build, Train, and Deploy Production-Ready NLP Models—Even with Minimal Labeled Data 2179

Natural Language Processing (NLP) has been revolutionized by pre-trained language models (PLMs), but turning these powerful models into real-world applications…

12/27/2025Few-shot Learning, Multimodal NLP, Text Classification