Black-box and Target-specific Attack Against Interpretable Deep Learning Systems

Eldor Abdukhamidov; Firuz Juraev; Mohammed Abuhamad; Tamer Abuhmed

doi:10.1145/3488932.3527283

Black-box and Target-specific Attack Against Interpretable Deep Learning Systems

Eldor Abdukhamidov, Firuz Juraev, Mohammed Abuhamad, Tamer Abuhmed

Loyola University Chicago

Sungkyunkwan University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security
Publisher	Association for Computing Machinery, Inc
Pages	1216-1218
Number of pages	3
ISBN (Electronic)	9781450391405
DOIs	https://doi.org/10.1145/3488932.3527283
State	Published - May 30 2022
Event	17th ACM ASIA Conference on Computer and Communications Security 2022, ASIA CCS 2022 - Virtual, Online, Japan Duration: May 30 2022 → Jun 3 2022

Publication series

Name	ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security

Conference

Conference	17th ACM ASIA Conference on Computer and Communications Security 2022, ASIA CCS 2022
Country/Territory	Japan
City	Virtual, Online
Period	5/30/22 → 6/3/22

ASJC Scopus Subject Areas

Computer Networks and Communications
Computer Science Applications
Information Systems
Software

Keywords

adversarial machine learning
genetic algorithm
interpretable machine learning
single-class attack
target-specific attack

Access to Document

10.1145/3488932.3527283

Cite this

Abdukhamidov, E., Juraev, F., Abuhamad, M., & Abuhmed, T. (2022). Black-box and Target-specific Attack Against Interpretable Deep Learning Systems. In ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security (pp. 1216-1218). (ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security). Association for Computing Machinery, Inc. https://doi.org/10.1145/3488932.3527283

Black-box and Target-specific Attack Against Interpretable Deep Learning Systems. / Abdukhamidov, Eldor; Juraev, Firuz; Abuhamad, Mohammed et al.
ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security. Association for Computing Machinery, Inc, 2022. p. 1216-1218 (ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abdukhamidov, E, Juraev, F, Abuhamad, M & Abuhmed, T 2022, Black-box and Target-specific Attack Against Interpretable Deep Learning Systems. in ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security. ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security, Association for Computing Machinery, Inc, pp. 1216-1218, 17th ACM ASIA Conference on Computer and Communications Security 2022, ASIA CCS 2022, Virtual, Online, Japan, 5/30/22. https://doi.org/10.1145/3488932.3527283

Abdukhamidov E, Juraev F, Abuhamad M, Abuhmed T. Black-box and Target-specific Attack Against Interpretable Deep Learning Systems. In ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security. Association for Computing Machinery, Inc. 2022. p. 1216-1218. (ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security). doi: 10.1145/3488932.3527283

Abdukhamidov, Eldor ; Juraev, Firuz ; Abuhamad, Mohammed et al. / Black-box and Target-specific Attack Against Interpretable Deep Learning Systems. ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security. Association for Computing Machinery, Inc, 2022. pp. 1216-1218 (ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security).

@inproceedings{d1ac915cc8ef44b09261933f9f6edfda,

title = "Black-box and Target-specific Attack Against Interpretable Deep Learning Systems",

keywords = "adversarial machine learning, genetic algorithm, interpretable machine learning, single-class attack, target-specific attack",

author = "Eldor Abdukhamidov and Firuz Juraev and Mohammed Abuhamad and Tamer Abuhmed",

note = "Publisher Copyright: {\textcopyright} 2022 Owner/Author.; 17th ACM ASIA Conference on Computer and Communications Security 2022, ASIA CCS 2022 ; Conference date: 30-05-2022 Through 03-06-2022",

year = "2022",

month = may,

day = "30",

doi = "10.1145/3488932.3527283",

language = "English",

series = "ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security",

publisher = "Association for Computing Machinery, Inc",

pages = "1216--1218",

booktitle = "ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security",

}

TY - GEN

T1 - Black-box and Target-specific Attack Against Interpretable Deep Learning Systems

AU - Abdukhamidov, Eldor

AU - Juraev, Firuz

AU - Abuhamad, Mohammed

AU - Abuhmed, Tamer

PY - 2022/5/30

Y1 - 2022/5/30

KW - adversarial machine learning

KW - genetic algorithm

KW - interpretable machine learning

KW - single-class attack

KW - target-specific attack

UR - http://www.scopus.com/inward/record.url?scp=85131651353&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85131651353&partnerID=8YFLogxK

U2 - 10.1145/3488932.3527283

DO - 10.1145/3488932.3527283

M3 - Conference contribution

AN - SCOPUS:85131651353

T3 - ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security

SP - 1216

EP - 1218

BT - ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security

PB - Association for Computing Machinery, Inc

T2 - 17th ACM ASIA Conference on Computer and Communications Security 2022, ASIA CCS 2022

Y2 - 30 May 2022 through 3 June 2022

ER -

Black-box and Target-specific Attack Against Interpretable Deep Learning Systems

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this