Alpha Presentation Defeating Malware Payload Obfuscation The - - PowerPoint PPT Presentation

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Dec 15, 2023 50 likes •142 views

Alpha Presentation Defeating Malware Payload Obfuscation The Capstone Experience Team Proofpoint Adam Johanknecht Nick Lojewski Vivian Qian Derek Renusch Dan Somary Department of Computer Science and Engineering Michigan State University

SLIDE 1

From Students… …to Professionals

The Capstone Experience

Alpha Presentation

Defeating Malware Payload Obfuscation

Department of Computer Science and Engineering Michigan State University Spring 2019

Team Proofpoint

Adam Johanknecht Nick Lojewski Vivian Qian Derek Renusch Dan Somary

SLIDE 2

Project Overview

Create a machine learning system to classify

files as malicious or benign

▪ Accuracy goal: have at least the same accuracy as sandbox detonation ▪ Performance goal: be at least 50% faster than detonation in Cuckoo

Display information in web dashboard

▪ High level system information ▪ Ability to look at details for individual files

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SLIDE 3

System Architecture

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SLIDE 4

Dashboard

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SLIDE 5

File Drill Down – Malicious File

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SLIDE 6

File Drill Down – Benign File

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SLIDE 7

File Upload

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SLIDE 8

What’s left to do?

Handle additional file types
Create feedback loops for Machine Learning
Send low confidence files to Cuckoo
Display system health information
Improve main dashboard

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SLIDE 9

Questions?

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