I. Introduction

II. Preliminaries

III. Research Methodology

IV. Literature Review

VI. Explainability via Mathematical Models

VII. XAI Methods Classification

VIII. XAI-based Cybersecurity

IX. Desirable Criteria for Future Solutions

X. Future Directions

XI. Conclusion