Research Centres and Projects

Research & Innovation Focus

Next-Gen Malware Detection and Analysis at Scale: Driving innovation in advanced malware detection and analysis, including binary and behavioral malware analytics, hybrid and lightweight detection techniques, LLM-powered analysis, and agentic malware investigation systems. Focus on zero-day detection, evasive malware, automation, and enterprise-scale deployment.

Next-Generation Agentic SOC (Autonomous Security Operations): Architecting agentic SOC platforms that enable autonomous monitoring, malware analysis, alert triage, investigation, and response, combining AI agents, orchestration, and human-in-the-loop decision-making to scale security operations and improve response speed and accuracy.

Threat Detection, Intelligence, and Proactive Threat Hunting: Building end-to-end threat detection and hunting capabilities that integrate threat intelligence, telemetry correlation, provenance analysis, and predictive analytics to identify and disrupt advanced persistent threats (APTs) across complex environments.

AI-Driven Security Platforms and Analytics: Applying AI, ML, DL, and LLMs to deliver high-fidelity detection, reduced analyst workload, faster investigations, and actionable insights across malware, network, endpoint, and email security domains.

AI for Cybersecurity and Securing AI Systems: 

AI for Cybersecurity: Using AI to enhance detection accuracy, investigation speed, and operational resilience.

Cybersecurity for AI: Ensuring the security, integrity, and trustworthiness of AI systems, including LLMs and agentic platforms, against model abuse, data poisoning, adversarial attacks, and misuse.

Foundational and Prior Research Areas: Earlier work spans IoT and cyber-physical systems security, blockchain-based security mechanisms, dependable wireless sensor networks and embedded systems, smart city infrastructures, and Quality of Information (QoI), underpinning scalable and resilient security solutions.

Teaching

  • Lecture "Security Monitoring and Threat Detection" S2- Jan 2026

  • Lecture "Security Monitoring and Threat Detection" S1 - Aug 2025

  • Lecture "Security Monitoring and Threat Detection" S2- Jan 2025

  • Lecture "Operating Systems" (WS'11-12)

  • Seminar "Dependable/Secure Mobile Computing" (SS'11)

  • Lecture "Operating Systems" (WS'10-11)

  • Seminar "Dependable/Secure Mobile Computing" (WS'10-11)

  • Lecture "Operating Systems II - Dependability and Trust" (SS'10)

  • Seminar "Reliable/Secure Wireless Sensor Cooperation" (SS'10)

  • Seminar "Embedded Mobile Computing" (WS'09-10)

  • Seminar "Embedded Mobile Computing" (SS'09)

Hackathons, CTFs and Community Leadership

I Co-Founded the SPIRITCYBER Hackathon, a international-level cybersecurity initiative focused on Smart Cities, IoT, and cyber-physical system security. I led SPIRITCYBER-22 and SPIRITCYBER-23, and supported SPIRITCYBER-24, helping establish SPIRITCYBER as a flagship Capture-the-Flag (CTF) and cyber exercise platform that bridges academia, industry, and government while nurturing the next generation of cybersecurity professionals.

SPIRITCYBER Hackathon Series

  • SPIRITCYBER-22 (2022): The inaugural SPIRITCYBER Hackathon was held at NTU Nanyang Campus Clubhouse, bringing together 14 teams from Institutes of Higher Learning (IHLs). Participants identified vulnerabilities and performed real-world exploits on smart home IoT devices, supported by industry expert mentorship to deliver a strong hands-on learning experience.

  • SPIRITCYBER-23 (2023): Conducted as part of Singapore International Cyber Week (SICW), SPIRITCYBER-23 evolved into a three-day advanced cyber exercise. Industry, CII, and government Red Teams challenged 11 teams to uncover weaknesses in a Smart Nation cyber-physical system, targeting both consumer IoT devices and an enterprise-grade Smart Lamp Post, significantly enhancing technical depth and industry alignment.

Workshops, Mentorship & CTF Contributions

In Blåhaj-25, I delivered a half-day workshop titled “Catch Me If You Can: Foundations in the Art of Spotting Cyber Attacks”, aimed at inspiring and upskilling young and aspiring cybersecurity talents in Singapore. This workshop emphasized practical attack detection, adversary thinking, and foundational security monitoring concepts, serving as a direct contribution to community capacity building.

Beyond technical delivery, I also advised and guided the Blåhaj-25 organizing team, particularly in areas related to sponsorship strategy.

Additionally, I have been actively guiding and mentoring multiple CTF initiatives, providing strategic and technical know-how on CTF design, challenge development, and event organization. These efforts support the development of high-quality, realistic cyber exercises that align closely with industry and national cybersecurity needs.

Activities

Technical Workshops & Training

  • Workshop, MalwareAgent: Hierarchical Function Summarization for Malware Analysis — NTU, 2025

  • Workshop, PentestGPT: Advanced Penetration Testing with Large Language Models — NTU, 2025

  • Workshop, Vulnerability Agent: An LLM-Enhanced Vulnerability Detection Approach — NTU, 2025

  • Workshop, ReSILIoT: Security Innovation in the Internet of Things — SUTD, 2017

Professional Service & Leadership

  • Publicity Chair, IEEE BuildSEC — 2025

  • Publicity Chair, IEEE BuildSEC — 2024

  • Technical Program Committee (TPC) Member, Urb-IoT 2019 – 4th EAI International Conference on IoT in Urban Spaces

  • TPC Member, International Conference on New Technologies, Mobility and Security (NTMS) — 2018

Invited Talks & Industry Engagements

  • Speaker, Shake-Ups in the Emerging IoT Security Landscape — IoT Asia, 2019

  • Speaker, Identification of IoT Devices behind NAT while Preserving Data Privacy — Cyber Security Consortium, NUS, 2019

  • Speaker, Let the Cat out of the Bag: Exposing the Internet of Things — Cyber Security Consortium, NUS, 2018

  • Speaker, Security Testbed for the Internet of Things — Cyber Security Workshop, SUTD, 2018

  • Speaker, Probe into the Internet of Things — Cyber Risk Symposium, OCBC, 2018

  • Speaker, Security Analysis of the Internet of Things — Singapore Autonomous Vehicles Collaboration, Sentosa, 2017

  • Speaker, EURAXESS – Voice of the Researchers — EURAXESS, Belgium, 2014

Academic Events & Committee Roles

  • Program Committee Chair, Summer School on Cooperation of Robots and Sensor Networks — Ebernburg, Germany, 2012

  • Program Committee Chair, Summer School on Cooperative Monitoring in Robot and Sensor Networks — Blacksburg, USA, 2010

  • Session Chair, GKmM Workshop — 2011

  • Session Chair, Dagstuhl Workshops — 2009, 2010

  • Session Chair, Summer School on Cooperative Monitoring in Robot and Sensor Networks — Blacksburg, USA, 2010

Awards & Recognition

  • Full-Time Master’s Scholarship, University of Trento — Sponsored by the Italian Government and ArsLogica Srl

  • First Industry Award, Singapore University of Technology and Design (SUTD) — In recognition of exceptional research contributions

Projects and Rest