ICDT's Autumn 2025 Industry Symposium "Cybersecurity in the era of AI"

I was invited to give a presentation, “Enabling AI Attribution, Reuse, and Explainability Through Memory Forensic”, at The Ohio State University’s Autumn 2025 Industry Symposium. It was wonderful meeting OSU CS faculty and being able to present my research to them. Special thank you to Professor Yagemann for inviting me, showing me around the campus, and introducing me to students and faculty.

Here is a synopsis of my presentation:

A proprietary AI model’s components (e.g., its code and weights) are often inaccessible after deployment, creating a critical gap for security audits and post-incident forensic investigations. This challenge is amplified on edge devices, where systems often employ online learning, causing the in-the-field model to diverge from any version the original developer can provide. This talk will outline novel forensic methodologies from my research addressing this problem by recovering an AI system’s weights and code directly from a device’s memory.

Watch my full presentation here!