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Yoneda et al., 2025 - Google Patents

Kernel-Level Malware Analysis and Behavioral Explanation Using LLMs

Yoneda et al., 2025

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Document ID
6213255393876284154
Author
Yoneda N
Hatano R
Nishiyama H
Publication year
Publication venue
International Conference on Agents and Artificial Intelligence

External Links

Snippet

In this study, we collected data on malware behavior and generated explanatory descriptions using a large language model (LLM). The objective of this study is to determine whether a given malware sample truly exhibits malicious behavior. To collect detailed …
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Classifications

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    • G06F21/55Detecting local intrusion or implementing counter-measures
    • G06F21/56Computer malware detection or handling, e.g. anti-virus arrangements
    • G06F21/562Static detection
    • G06F21/563Static detection by source code analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for programme control, e.g. control unit
    • G06F9/06Arrangements for programme control, e.g. control unit using stored programme, i.e. using internal store of processing equipment to receive and retain programme
    • G06F9/44Arrangements for executing specific programmes
    • G06F9/455Emulation; Software simulation, i.e. virtualisation or emulation of application or operating system execution engines
    • G06F9/45504Abstract machines for programme code execution, e.g. Java virtual machine [JVM], interpreters, emulators
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    • G06COMPUTING; CALCULATING; COUNTING
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    • G06F21/50Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
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    • GPHYSICS
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    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
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    • G06F21/52Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems during program execution, e.g. stack integrity ; Preventing unwanted data erasure; Buffer overflow
    • G06F21/54Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems during program execution, e.g. stack integrity ; Preventing unwanted data erasure; Buffer overflow by adding security routines or objects to programs
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
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