---
base_model: unsloth/llama-3.2-3b-instruct-bnb-4bit
tags:
- text-generation-inference
- transformers
- unsloth
- llama
- trl
license: cc
language:
- en
---

# Making Acoustic Side-Channel Attacks on Noisy Keyboards Viable with LLM-Assisted Spectrograms "Typo" Correction

## Model Overview
This is a fine-tuned version of the **LLaMA-3.2-3B** model for Acoustic Side-Channel Attacks (ASCA), designed to improve keystroke classification and error correction in noisy environments. The model leverages **Vision Transformers (VTs)** for spectrogram classification and **Large Language Models (LLMs)** for typo correction.

- **Fine-Tuned From**: [unsloth/llama-3.2-3b-instruct-bnb-4bit](https://huggingface.co/unsloth/llama-3.2-3b-instruct-bnb-4bit)
- **License**: CC
- **Developed by**: Seyyed Ali Ayati, Jin Hyun Park, Yichen Cai, Marcus Botacin
- **Repository**: [EchoCrypt GitHub](https://github.com/seyyedaliayati/EchoCrypt)

## Citation

If you use this model, please cite the following paper:
```bibtex
@article{ayati2025making,
  title={Making Acoustic Side-Channel Attacks on Noisy Keyboards Viable with LLM-Assisted Spectrograms' "Typo" Correction},
  author={Ayati, Seyyed Ali and Park, Jin Hyun and Cai, Yichen and Botacin, Marcus},
  journal={arXiv preprint arXiv:2504.11622},
  year={2025},
  url={https://arxiv.org/abs/2504.11622}
}
```