Research output

Publications

Papers on binary analysis, program understanding, and software security.

4 publications

2026

FIN: Boosting Binary Code Embedding by Normalizing Function Inlinings

Mohammadhossein Amouei, Benjamin C. M. Fung, Philippe Charland

JSSJournal of Systems and Software

Improving binary code embeddings by addressing the structural effects of function inlining.

BibTeX
@article{fin2026,
  title = {{FIN: Boosting Binary Code Embedding by Normalizing Function Inlinings}},
  author = {Mohammadhossein Amouei and Benjamin C. M. Fung and Philippe Charland},
  year = {2026},
  journal = {Journal of Systems and Software},
  volume = {231},
  pages = {112603},
  doi = {10.1016/j.jss.2025.112603}
}
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2026

LENA: Llama-based Embeddings of Neutralized Assembly for Cross-compiler/optimization Binary Code Similarity Detection

Mohammadhossein Amouei, Benjamin C. M. Fung, Philippe Charland, Jun Meng

IEEE TSEIEEE Transactions on Software Engineering

Llama-based representations for matching binary functions across compilers and optimization levels.

BibTeX
@article{lena2026,
  title = {{LENA: Llama-based Embeddings of Neutralized Assembly for Cross-compiler/optimization Binary Code Similarity Detection}},
  author = {Mohammadhossein Amouei and Benjamin C. M. Fung and Philippe Charland and Jun Meng},
  year = {2026},
  journal = {IEEE Transactions on Software Engineering},
  pages = {1--24},
  doi = {10.1109/TSE.2026.3705321}
}
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2024

AsmDocGen: Generating Functional Natural Language Descriptions for Assembly Code

Jesia Yuki, Mohammadhossein Amouei, Benjamin C. M. Fung, Philippe Charland, Andrew Walenstein

ICSOFTInternational Conference on Software Technologies (ICSOFT)

Generating natural-language descriptions of assembly functions with pretrained language models.

BibTeX
@inproceedings{asmdocgen2024,
  title = {{AsmDocGen: Generating Functional Natural Language Descriptions for Assembly Code}},
  author = {Jesia Yuki and Mohammadhossein Amouei and Benjamin C. M. Fung and Philippe Charland and Andrew Walenstein},
  year = {2024},
  booktitle = {International Conference on Software Technologies (ICSOFT)},
  pages = {35--45},
  doi = {10.5220/0012761400003753}
}
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2022

RAT: Reinforcement-Learning-Driven and Adaptive Testing for Vulnerability Discovery in Web Application Firewalls

Mohammadhossein Amouei, Mohsen Rezvani, Mansoor Fateh

IEEE TDSCIEEE Transactions on Dependable and Secure Computing

Reinforcement learning and adaptive search for testing web application firewalls.

BibTeX
@article{rat2022,
  title = {{RAT: Reinforcement-Learning-Driven and Adaptive Testing for Vulnerability Discovery in Web Application Firewalls}},
  author = {Mohammadhossein Amouei and Mohsen Rezvani and Mansoor Fateh},
  year = {2022},
  journal = {IEEE Transactions on Dependable and Secure Computing},
  volume = {19},
  number = {5},
  doi = {10.1109/TDSC.2021.3095417}
}
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