---
task_categories:
- other
tags:
- hardware-inference
- gpu
- ml-security
---

# Hardware and Software Platform Inference Dataset

This dataset is associated with the paper [Hardware and Software Platform Inference](https://huggingface.co/papers/2411.05197).

The dataset supports Hardware and Software Platform Inference (HSPI), a method designed for identifying the underlying GPU architecture and software stack of a black-box machine learning model solely based on its input-output behavior. It leverages the inherent differences of various GPU architectures and compilers by analyzing numerical patterns in the model's outputs.

Code: https://github.com/microsoft/hspi