Research in Cybersecurity & Artificial Intelligence

Adversarial ML • Post-Quantum Security • Semantic Communication • Critical Infrastructure

I design secure and intelligent systems at the intersection of information theory, machine learning, and modern communication networks. My current work explores adversarial robustness, semantic communication pipelines, IoT deception, and quantum-resilient cryptography.

Nikolaos Bermparis portrait

Research Projects

Selected ongoing and past work in cybersecurity, AI, and advanced communication systems.

adversarial

Adversarial Attacks & Robust Defenses

Evaluating FGSM/PGD pipelines across ML models; robustness techniques including adversarial training and certified defenses.

Quantum

Post-Quantum Cryptographic Systems

Designing PQC-ready protocols and VPN primitives using lattice-based schemes for next-generation communication security.

Post-Quantum

Physical Layer Security Simulation Framework

A full PHYSEC simulation suite combining coding, 64-QAM, AWGN/3×3 MIMO, and beamforming to evaluate Alice–Bob–Eve secrecy via entropy, PER, and SVD-based secrecy capacity.

SemCom

Secure Semantic Communication over Quantum-Cryptographic Channel

An end-to-end semantic communication system integrating LSTM autoencoders, BPSK modulation, and QKD-seeded AES-CBC encryption.

Steganography

PixelCipher

A modular C-based steganography toolkit starting with BMP LSB embedding/extraction. Educational and research-oriented.

Entropy Board

Entropy Board

Hardware entropy generator using avalanche noise, op-amp amplification, and MCU sampling. Designed for PQC and embedded security.

Lateral Movement

Lateral Movement

Simulating lateral movement techniques using Sysmon for detection and analysis.

Presentations & Events

A curated selection of talks, workshops, conferences, and academic activities.

ESA25
26-28 May 2025

European Student Assembly - European Parliament

Participated in ESA25 at the European Parliament, contributing to policy discussions on AI, mental health, and digital transformation across the EU.

ECESCON 16
25 April 2025

ECESCON 16

Represented the IEEE Aegean Student Branch at Greece’s largest Computer Engineering student conference, presenting technical sessions and academic activities.

FOSDEM 25
1-2 February 2025

FOSDEM 2025 - Brussels

Attended Europe’s largest open-source conference, exploring cutting-edge developments in DevOps, IoT, cybersecurity, and AI tooling.

NTUA Hack 2024
14-15 December 2024

NTUA Hack 2024

Participated in NTUA’s national hackathon, developing applied solutions in AI-driven cybersecurity and system automation.

FOSSCOMM 2024
9-10 November 2024

FOSSCOMM 2024

Presented cybersecurity and IoT honeypot research at Greece’s largest open-source community conference.

AIRV 2024
19 October 2024

Artificial Intelligence & Robotic Vision

Participated in the AIRV event focusing on next-generation robotics, reinforcement learning, and applied computer vision research.

Research Topics

Click a topic to open an external essay or research post (links to be added later).

Contact & CV

Reach out for collaborations, research visits, publications, or academic opportunities.

Contact

Email: nikolaosbermparis@gmail.com

LinkedIn: Nikolas Berbaris

GitHub: N-Bermparis