TY - GEN
T1 - Next-Generation Security Entity Linkage
T2 - 16th ACM International Conference on Systems and Storage, SYSTOR 2023
AU - Alfasi, Daniel
AU - Shapira, Tal
AU - Bremler-Barr, Anat
N1 - Publisher Copyright: © 2023 Owner/Author(s).
PY - 2023/6/5
Y1 - 2023/6/5
N2 - With the continuous increase in reported Common Vulnerabilities and Exposures (CVEs), security teams are overwhelmed by vast amounts of data, which are often analyzed manually, leading to a slow and inefficient process. To address cybersecurity threats effectively, it is essential to establish connections across multiple security entity databases, including CVEs, Common Weakness Enumeration (CWEs), and Common Attack Pattern Enumeration and Classification (CAPECs). In this study, we introduce a new approach that leverages the RotatE [4] knowledge graph embedding model, initialized with embeddings from Ada language model developed by OpenAI [3]. Additionally, we extend this approach by initializing the embeddings for the relations.
AB - With the continuous increase in reported Common Vulnerabilities and Exposures (CVEs), security teams are overwhelmed by vast amounts of data, which are often analyzed manually, leading to a slow and inefficient process. To address cybersecurity threats effectively, it is essential to establish connections across multiple security entity databases, including CVEs, Common Weakness Enumeration (CWEs), and Common Attack Pattern Enumeration and Classification (CAPECs). In this study, we introduce a new approach that leverages the RotatE [4] knowledge graph embedding model, initialized with embeddings from Ada language model developed by OpenAI [3]. Additionally, we extend this approach by initializing the embeddings for the relations.
KW - CAPEC
KW - CVE
KW - CWE
KW - knowledge graph embedding
UR - http://www.scopus.com/inward/record.url?scp=85166010581&partnerID=8YFLogxK
U2 - https://doi.org/10.1145/3579370.3594759
DO - https://doi.org/10.1145/3579370.3594759
M3 - منشور من مؤتمر
T3 - Proceedings of the 16th ACM International Conference on Systems and Storage, SYSTOR 2023
SP - 150
BT - Proceedings of the 16th ACM International Conference on Systems and Storage, SYSTOR 2023
Y2 - 5 June 2023 through 7 June 2023
ER -