Raj Jain,
Recent Advances, Issues, and Challenges in Cybersecurity,
Keynote at the STL Cybercon, UMSL, Nov. 14, 2025,
ABSTRACT:
AI is everywhere. It is being applied to security as well. In our research on the security of medical and industrial IoT over the last 8 years, we have noticed several common mistakes, challenges, and issues in applying AI and securing IoT. This talk has three parts. In the first part of the talk, I discuss nine such common issues and mistakes. In the 2nd part, I discuss recent developments in AI that are already being adopted now. In the third part, I discuss technologies that are coming in recent future and ready for trial now.
This talk covers the following topics:
- Recent Advances, Issues, and Challenges in Cybersecurity
- Overview
- AI-Based Security of IoT: Our Research
- Part 1Common issues with AI Security studies
- Lessons Learnt: 9 Problems with AI Studies
- 1. No Domain Expertise
- 2. Random Datasets
- 2. Random Datasets
- Industrial Control Systems Security Using AI
- Internet of Medical Things Security Using AI
- 3. Imbalance of Security Data
- 4. Results Not Explainable
- 5. Wrong Metrics
- 6. Too Few or Too Many Features
- 7. No Sensitivity Analysis
- 8. No Real-World Validation
- 9. Omitting Assumptions and Limitations
- Jain's List of Issues Challenges with AI
- Part 2Recent Developments in AI and their Impact on Security
- Gartner's AI and Cybersecurity Hype Cycle 2025
- Seven Generations of AI
- Intent-Based Networking (IBN)
- GenAI-Driven Phishing and Attacks
- Generative AI for Phishing Defense
- Cisco AI Canvas
- Agentic AI
- Internet of AI Agents
- Part 3Security Technologies Coming Soon - Ready for Trials
- Gartner's Hype Cycle for Data Security Techs 2025
- Quantum Computing
- Post-Quantum Cryptography
- Quantum Key Distribution (QKD)
- Homomorphic Encryption and Secure Computation
- Edge AI: Hierarchical Deep Learning
- Zero-Trust Architecture
- Blockchain and Distributed Ledger Technology
- Zero-Knowledge Proof (ZKP)
- Summary
- Our Publications
- Acronyms
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