27cc3576a6f149e95cf68afc3e25cd6c.zip May 2026

While the reviews were generally positive, experts noted a few areas for improvement:

Reviewers from the research community have shared their direct impressions of the work: 27cc3576a6f149e95cf68afc3e25cd6c.zip

It looks like there's no response available for this search. Try asking something else. While the reviews were generally positive, experts noted

Because black-box prompt tuning is a niche field, some reviewers found it difficult to judge exactly how "new" the method was compared to the very latest unpublished research. Community Feedback Community Feedback This paper introduces a method called

This paper introduces a method called designed to improve how we tune large "black-box" models (like CLIP) when we don't have access to their internal code or gradients. Performance and Efficiency

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.