Design and evaluation of a resilient IBN architecture: Integrating post-quantum cryptography with adaptive threat detection using machine learning
Kumar Sekhar Roy, Shweta Singh, Hemangi Goswami, Soumyashree Panchal, Sk Mahmudul Hassan · 2026
Read Design and evaluation of a resilient IBN architecture: Integrating post-quantum cryptography with adaptive threat detection using machine learning by Kumar Sekhar Roy, Shweta Singh, Hemangi Goswami, Soumyashree Panchal, Sk Mahmudul Hassan (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/plos-pone-0348293.txt.
Description
Kumar Sekhar Roy and colleagues designed a network control system meant to survive both today's hackers and tomorrow's quantum computers. Their design lets managers state what the network should achieve while the system enforces it. It uses digital signatures that quantum machines cannot forge, certificate-based identity for every device. Tiered access rules are backed by extra login factors. Machine learning watches traffic for devices behaving oddly.
On a controlled test network, every quantum-safe signature checked out correctly, access rules held, and the anomaly detectors caught planted misbehaviour. Tamper-proof chained logs keep an audit trail. The team tested scaling as workloads grew and frame the system for sensitive settings such as hospitals, where a breached device can endanger patients as well as data.
Catalog record
| CREATOR | Kumar Sekhar Roy, Shweta Singh, Hemangi Goswami, Soumyashree Panchal, Sk Mahmudul Hassan |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 26889 |
| LICENSE | CC_BY |
| RIGHTS | CC BY |
| SOURCE | PLOS |