# Prompt-Ladder: Memory-efficient prompt tuning for vision-language models on edge devices

> Research article (Pattern Recognition, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4407774836](https://www.wikidata.org/wiki/openalex:W4407774836)  
**Source**: https://4ort.xyz/entity/prompt-ladder-memory-efficient-prompt-tuning-for-vision-language-models-on-edge-devices