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Rafael Moreira's Projects

adv-dnn-ens-malware icon adv-dnn-ens-malware

adversarial examples, adversarial malware examples, adversarial malware detection, adversarial deep ensemble, Android malware variants

androguard icon androguard

Reverse engineering and pentesting for Android applications

apigraph icon apigraph

Building relation graph of Android APIs to catch the semantics between APIs, and used to enhancing Android malware detectors

blackboxattackdnn icon blackboxattackdnn

Neural Networks exam project. Machine learning algorithm: implementation of FGSM and JSMA attacks by Goodfellow and Papernot.

dig icon dig

A library for graph deep learning research

drebin icon drebin

Drebin - NDSS 2014 Re-implementation

forensics icon forensics

Code Implementation for Traceback of Data Poisoning Attacks in Neural Networks

gap icon gap

GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation (USENIX Security '23)

lief icon lief

LIEF - Library to Instrument Executable Formats

malware-gan icon malware-gan

Realization of paper: "Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN" 2017

mamadroid icon mamadroid

A new version used Androguard but not Soot to realize MaMadroid。

msdroid icon msdroid

A GNN-based Android malware detector in paper "MsDroid: Identifying Malicious Snippets for Android Malware Detection" (TDSC 2023)

robust-adv-malware-detection icon robust-adv-malware-detection

[IEEE S&P Workshop 2018] "Adversarial Deep Learning for Robust Detection of Binary Encoded Malware" Abdullah Al-Dujaili, Alex Huang, Erik Hemberg, Una-May O’Reilly

shap icon shap

A game theoretic approach to explain the output of any machine learning model.

togl icon togl

Topological Graph Neural Networks (ICLR 2022)

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