Published March 28, 2026 | Version v1

A responsible AI-driven framework for robust and transparent software vulnerability detection

  • 1. ROR icon Anglia Ruskin University
  • 2. ROR icon University of East London
  • 3. ROR icon Lappeenranta-Lahti University of Technology
  • 4. College of Artificial Intelligence, Dalian Maritime University, Dalian 116026, China

Description

Software vulnerability detection (SVD) is increasingly challenged by the scale and complexity of modern software systems. Although deep learning and LLM-based approaches demonstrate strong detection performance, their adoption in security-critical settings is limited by insufficient interpretability, adversarial resilience, and systematic Responsible AI integration.

Files

A responsible AI-driven framework for robust and transparent software vulnerability detection.pdf