Latest Research in Advanced Malware Detection Techniques

113 research papers · 2026 median publication year

Top Research Topics in Advanced Malware Detection Techniques

Highest-Cited Papers

  1. CloudSentinel: An AI-Assisted Cloud Misconfiguration Detection and Remediation Framework for Resource-Constrained Engineering Teams
  2. TREM: A Trust‐Aware Coalition Risk Estimation Model for Multi‐Cloud Environments
  3. Trust, but Validate the Instrument: Auditing AI-Generated RTL Verification Plans on Authored Security-Regression Proxies
  4. No-Box Vulnerability Analysis: Description-only Detection of Indirect Prompt Injection Vulnerabilities in MCP Servers
  5. PentestChain: A Cost-Aware, MCP-Orchestrated Framework for Automated Penetration Testing with Free-Tier LLMs
  6. A Security Risk Assessment Framework for AI-Powered Development Tools
  7. CASHEWS: Source Preprocessor for LLM-based Malicious Package Detection
  8. From Component Snapshots to Lifecycle Traces: Agent-Based Software Composition Analysis
  9. (A)iSpy: Parasitic Trojans for Machine Learning Infrastructure
  10. An Exploratory Study of Dependabot Cooldown Adoption in Open-Source GitHub Projects
  11. A Unified Framework for Function-Level Vulnerability Detection and Explanation in Smart Contracts
  12. GANADI: Uncovering C/C++ OSS Reuse Genealogies via Pivotal Function-Based Clustering to Enhance Supply Chain Security
  13. SEMA-GUARD: Semantic and Graph-Based Vulnerability Detection in Assembly Code
  14. CARE: A Responsibility-Oriented Architecture for Domain-Scoped Resolution in Modular and Upgradeable Smart Contracts
  15. Evaluating the NIST Bugs Framework Against CWE as a Successor for Automated Vulnerability Classification
  16. DualView: Preventing Indirect Prompt Injection in Personal AI Agents
  17. Malicious Code Detection Based on AST Multidimensional Feature Fusion and Dynamic Graph Optimization
  18. A Systematic Survey of Smart Contract Fuzzing: Methods, Techniques, and Architectures for Ethereum and Beyond
  19. Comparative evaluation of active learning, random sampling, and deep learning for smart contract vulnerability detection
  20. Semantic-TVM: Structure-Preserving Trustworthy Virtual Memory for Memory-Augmented and Tool-Using Agents
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L3 Region - - 2026 Sep Q3

Advanced Malware Detection Techniques

113 papers

Top Topics (10)

Cryptography and Security47
Software Engineering16
Advanced Malware Detection Techniques6
Blockchain Technology Applications and Security5
Adversarial Robustness in Machine Learning5
Security and Verification in Computing5
Network Security and Intrusion Detection4
Software System Performance and Reliability3
Information Retrieval3
Artificial Intelligence2

Top Publications (20)

1.CloudSentinel: An AI-Assisted Cloud Misconfiguration Detection and Remediation Framework for Resource-Constrained Engineering Teams2.TREM: A Trust‐Aware Coalition Risk Estimation Model for Multi‐Cloud Environments3.Trust, but Validate the Instrument: Auditing AI-Generated RTL Verification Plans on Authored Security-Regression Proxies4.No-Box Vulnerability Analysis: Description-only Detection of Indirect Prompt Injection Vulnerabilities in MCP Servers5.PentestChain: A Cost-Aware, MCP-Orchestrated Framework for Automated Penetration Testing with Free-Tier LLMs6.A Security Risk Assessment Framework for AI-Powered Development Tools7.CASHEWS: Source Preprocessor for LLM-based Malicious Package Detection8.From Component Snapshots to Lifecycle Traces: Agent-Based Software Composition Analysis9.(A)iSpy: Parasitic Trojans for Machine Learning Infrastructure10.An Exploratory Study of Dependabot Cooldown Adoption in Open-Source GitHub Projects11.A Unified Framework for Function-Level Vulnerability Detection and Explanation in Smart Contracts12.GANADI: Uncovering C/C++ OSS Reuse Genealogies via Pivotal Function-Based Clustering to Enhance Supply Chain Security13.SEMA-GUARD: Semantic and Graph-Based Vulnerability Detection in Assembly Code14.CARE: A Responsibility-Oriented Architecture for Domain-Scoped Resolution in Modular and Upgradeable Smart Contracts15.Evaluating the NIST Bugs Framework Against CWE as a Successor for Automated Vulnerability Classification16.DualView: Preventing Indirect Prompt Injection in Personal AI Agents17.Malicious Code Detection Based on AST Multidimensional Feature Fusion and Dynamic Graph Optimization18.A Systematic Survey of Smart Contract Fuzzing: Methods, Techniques, and Architectures for Ethereum and Beyond19.Comparative evaluation of active learning, random sampling, and deep learning for smart contract vulnerability detection20.Semantic-TVM: Structure-Preserving Trustworthy Virtual Memory for Memory-Augmented and Tool-Using Agents
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