Bdplarchive.rar

This research focuses on optimizing discrete prompts for large language models (LLMs) without needing access to the model's internal weights or gradients.

This archive would typically contain the Python scripts (such as pmi_ngram.py ) and training datasets mentioned in their official GitHub repository . bdplarchive.rar

This is the most probable match. Published in (European Symposium on Research in Computer Security), this paper introduces a security layer designed to protect machine learning models from being "stolen" or extracted by adversaries. This research focuses on optimizing discrete prompts for

You can find the full text through the official Springer link or IEEE Xplore. 2. "Black-box Discrete Prompt Learning" (BDPL) Published in (European Symposium on Research in Computer

If you have a file named bdplarchive.rar from a security repository, it likely contains the implementation of the boundary differentially private layer and the experimental scripts used to verify its effectiveness against extraction attacks.

It uses differential privacy to obfuscate responses for queries that fall near a model's decision boundary.