Adrita
Rahman Tory

Cybersecurity Researcher · Research Assistant, Jahangirnagar University

Working at the intersection of artificial intelligence and network security — building evaluation frameworks for intrusion detection datasets, studying federated learning under adversarial conditions, and mapping threat coverage gaps in critical infrastructure sectors.

Adrita Rahman Tory

About

I am a cybersecurity researcher with a focus on AI-driven threat detection and network security. Currently pursuing a Professional Master's in Information Technology at Jahangirnagar University, I work at the intersection of machine learning and network intrusion detection systems.

My research addresses a critical gap: existing NIDS datasets often fail to reflect real-world threat landscapes, particularly in critical infrastructure sectors such as energy. I develop evaluation frameworks using MITRE ATT&CK alignment and industry-relevance metrics, and investigate Byzantine-robust federated learning for distributed, privacy-preserving threat detection.

Beyond research I am a BTEB Certified Trainer & Assessor, a CompTIA Security+ certified professional, and an active science communicator through my Medium blog and YouTube channel.

CompTIA Security+ BTEB Certified Trainer & Assessor Cisco IT Essentials

Research Interests

Network Intrusion Detection Evaluating and improving AI-powered NIDS/IPS using MITRE ATT&CK alignment and industry-relevance metrics for reproducible benchmarking.
Federated Learning Security Byzantine-robust distributed learning mechanisms for privacy-preserving, decentralised threat detection in multi-party environments.
Critical Infrastructure Cybersecurity of energy sector ICS/SCADA and OT environments, with a focus on realistic threat modelling and dataset coverage gaps.
6G Network Security Security frameworks and adversarial threat models for next-generation wireless network architectures.
Dataset Evaluation Benchmarking frameworks that assess NIDS dataset quality, coverage, and real-world relevance for the research community.

Publications

2025

An Evaluation Framework for Network IDS/IPS Datasets: Leveraging MITRE ATT&CK and Industry Relevance Metrics

Adrita Rahman Tory, Khandakar Fida Hasan

Computers & Security, Elsevier — Q1 Journal

First Author · Preprint available on SSRN

Under Review
2025

Mind the Gap: Missing Cyber Threat Coverage in NIDS Datasets for the Energy Sector

Adrita Rahman Tory, Dr. Khondokar Fida Hasan, Md Saifur Rahman, Nickolaos Koroniotis, Mohammad Ali Moni

International Conference on Big Data, IoT and Machine Learning (ICBDIML 2025), Elsevier

First Author

Accepted
2025

Game On: A Developmental Approach to UNSW Cyber Escape Room for Cybersecurity Governance and Policy Education

Khondokar Fida Hasan, William Hughes, Adrita Rahman Tory, Chris Campbell, Selen Turkay

Education Sciences, MDPI

3rd Author

Education

Aug 2025
— Present

Professional Master's in Information Technology

Jahangirnagar University

Dhaka, Bangladesh

Jul 2021
— Mar 2025

Bachelor of Science in Computer Science and Engineering

Bangladesh University of Business and Technology (BUBT)

Dhaka, Bangladesh

Jun 2016
— Jul 2020

Diploma in Engineering

Dhaka Mohila Polytechnic Institute

Dhaka, Bangladesh

Writing @radrita245 on Medium ↗

DevOps Docker পর্ব ১ — Container Technology Fundamentals Read ↗
Graphics Algorithmic Elegance: Bresenham's Line and Midpoint Circle in Python Read ↗
Machine Learning Understanding Bayes Decision Rules with a Loss Function Read ↗

Contact

Open to research collaborations, academic discussions, and opportunities in cybersecurity. Feel free to reach out by email or through any of the platforms below.