It addresses the high query requirements of existing methods by reducing problem dimensionality and using "intrinsic-dimensional gradient clipping."
Reviewers from the research community have shared their direct impressions of the work: 27cc3576a6f149e95cf68afc3e25cd6c.zip
Reviewers pointed out that the soft prompt reparameterization design choices were thoroughly tested, including detailed ablation studies. It addresses the high query requirements of existing
While the reviews were generally positive, experts noted a few areas for improvement: 27cc3576a6f149e95cf68afc3e25cd6c.zip
The primary consensus among reviewers is that ZIP significantly reduces the "query cost"—the number of times you have to ask the model for a result—while maintaining or improving accuracy.
The string corresponds to a specific research paper titled "ZIP: An Efficient Zeroth-order Prompt Tuning for Black-box Vision-Language Models."