Homework12_Solution (1)

pdf

School

Rutgers University *

*We aren’t endorsed by this school

Course

446

Subject

Computer Science

Date

Jan 9, 2024

Type

pdf

Pages

1

Uploaded by dan47433

Report
ECE 446/579:04 (Spring 2023) Homework #12 Solution 1. (Deep Learning System Security - Attacks) In the lecture we discussed two papers related to attacks on deep learning accelerators: 1) Y. Zhao et al., Memory Trojan Attack on Neural Network Accelerators, DATE 2019. 2) W. Hua et al., Reverse Engineering Convolutional Neural Networks Through Side-channel Information Leaks, DAC 2018 Please comment on the similarities and differences between the two papers in terms of the properties of the security consequences (e.g., breaking confidentiality or integrity) and the attack methods (e.g., physical attack, side channel attack, or a mix of multiple methods). 1) Memory Trojan: hardware approach, breaking confidentiality/integrity, involving side channel attack (memory access pattern); 2) Reverse engineering: software approach, breaking confidentiality, involving side channel attack (memory access pattern). 2. (Deep Learning System Security – Defense Techniques) Can you please describe at least one countermeasure for the software attack (i.e., adversarial attack), memory Trojan attack, and reverse engineering attack on deep learning systems? 1) Countermeasures for adversarial attack: adversarial training, perturbation removal, etc. 2) Countermeasures for memory Trojan or reverse engineering attacks that rely on memory access patterns: hiding the memory access patterns, e.g., oblivious RAM (ORAM).
Discover more documents: Sign up today!
Unlock a world of knowledge! Explore tailored content for a richer learning experience. Here's what you'll get:
  • Access to all documents
  • Unlimited textbook solutions
  • 24/7 expert homework help

Related Documents

ihlp-2022-question-paper-solved.pdf
Homework2_Solutions (1).pdf
Homework6_Solution (1).pdf
Homework5_Solution (1).pdf
Homework8_Solution (1).pdf
Homework10_Solution (1).pdf
Homework9_Solution (1).pdf
Homework3_Solution (1).pdf
M08 Final Exam Part 1 SDEV 120.docx
CourseProject_Phase4_DeandreWheelington.docx
CourseProject_Phase2_DeandreWheelington.docx
Computer_Science_211a_Final_Examination_Fall_2003.pdf
Recommended textbooks for you
Text book image
Principles of Information Systems (MindTap Course...
Computer Science
ISBN:9781305971776
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Text book image
Fundamentals of Information Systems
Computer Science
ISBN:9781337097536
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Text book image
Database Systems: Design, Implementation, & Manag...
Computer Science
ISBN:9781305627482
Author:Carlos Coronel, Steven Morris
Publisher:Cengage Learning
Text book image
Database Systems: Design, Implementation, & Manag...
Computer Science
ISBN:9781285196145
Author:Steven, Steven Morris, Carlos Coronel, Carlos, Coronel, Carlos; Morris, Carlos Coronel and Steven Morris, Carlos Coronel; Steven Morris, Steven Morris; Carlos Coronel
Publisher:Cengage Learning
Text book image
Principles of Information Systems (MindTap Course...
Computer Science
ISBN:9781285867168
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Text book image
Principles of Information Security (MindTap Cours...
Computer Science
ISBN:9781337102063
Author:Michael E. Whitman, Herbert J. Mattord
Publisher:Cengage Learning
SEE MORE TEXTBOOKS
Recommended textbooks for you
Text book image
Principles of Information Systems (MindTap Course...
Computer Science
ISBN:9781305971776
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Text book image
Fundamentals of Information Systems
Computer Science
ISBN:9781337097536
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Text book image
Database Systems: Design, Implementation, & Manag...
Computer Science
ISBN:9781305627482
Author:Carlos Coronel, Steven Morris
Publisher:Cengage Learning
Text book image
Database Systems: Design, Implementation, & Manag...
Computer Science
ISBN:9781285196145
Author:Steven, Steven Morris, Carlos Coronel, Carlos, Coronel, Carlos; Morris, Carlos Coronel and Steven Morris, Carlos Coronel; Steven Morris, Steven Morris; Carlos Coronel
Publisher:Cengage Learning
Text book image
Principles of Information Systems (MindTap Course...
Computer Science
ISBN:9781285867168
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Text book image
Principles of Information Security (MindTap Cours...
Computer Science
ISBN:9781337102063
Author:Michael E. Whitman, Herbert J. Mattord
Publisher:Cengage Learning
SEE MORE TEXTBOOKS