Explainable Artificial Intelligence and Cybersecurity: A Systematic Literature Review

02/27/2023
by   Carlos Mendes, et al.
0

Cybersecurity vendors consistently apply AI (Artificial Intelligence) to their solutions and many cybersecurity domains can benefit from AI technology. However, black-box AI techniques present some difficulties in comprehension and adoption by its operators, given that their decisions are not always humanly understandable (as is usually the case with deep neural networks, for example). Since it aims to make the operation of AI algorithms more interpretable for its users and developers, XAI (eXplainable Artificial Intelligence) can be used to address this issue. Through a systematic literature review, this work seeks to investigate the current research scenario on XAI applied to cybersecurity, aiming to discover which XAI techniques have been applied in cybersecurity, and which areas of cybersecurity have already benefited from this technology.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/02/2020

Reviewing the Need for Explainable Artificial Intelligence (xAI)

The diffusion of artificial intelligence (AI) applications in organizati...
research
12/14/2022

Explainable Artificial Intelligence in Retinal Imaging for the detection of Systemic Diseases

Explainable Artificial Intelligence (AI) in the form of an interpretable...
research
12/17/2020

XAI-P-T: A Brief Review of Explainable Artificial Intelligence from Practice to Theory

In this work, we report the practical and theoretical aspects of Explain...
research
07/06/2023

Artistic Strategies to Guide Neural Networks

Artificial Intelligence is present in the generation and distribution of...
research
07/12/2020

Locality Guided Neural Networks for Explainable Artificial Intelligence

In current deep network architectures, deeper layers in networks tend to...
research
11/12/2022

Explainable Artificial Intelligence: Precepts, Methods, and Opportunities for Research in Construction

Explainable artificial intelligence has received limited attention in co...
research
03/30/2023

Ontology in Hybrid Intelligence: a concise literature review

In a context of constant evolution and proliferation of AI technology, H...

Please sign up or login with your details

Forgot password? Click here to reset