Program Schedule

9:00 am - 9:05 am

Opening Remarks

9:05 am - 9:30 am

Keynote 1

9:30 am - 9:55 am

Keynote 2

Human-Centric Design in Security Analytics

Ignoring Directionality Leads to Compromised Graph Neural Network Explanations (Short Paper)

Changsheng Sun, Xinke Li, Jin Song Dong

Biometric Security and User Authentication Analysis

Eye Movement Biometrics in Virtual Reality: A Comparison between VR Headset and High-End Eye-Tracker Collected Dataset (Short Paper)

Mehedi Hasan Raju, Oleg Komogortsev

Collaborative Security and Privacy Analytics

Reliable KMDF instruction set generation for user queries based on endogenous generative LLMs

Yuer Yang, Yifeng Lin, Siu-Ming Yiu

An Interactive Framework for Implementing Privacy-Preserving Federated Learning: Experiments on Large Language Models

Kasra Ahmadi, Rouzbeh Behnia, Reza Ebrahimi, Mehran Mozaffari Kermani, Jeremiah Birrell, Jason Pacheco, Attila A. Yavuz

Vulnerability Detection and Assessment

A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories (Short Paper)

Ziqi Ding, Qian Fu, Junchen Ding, Gelei Deng, Yi Liu, Yuekang Li

Generating Secure Artificial Intelligence Model Source Code: A Reinforcement Learning Approach (Short Paper)

Adhishree Kathikar, Ben Lazarine, Yang Gao, Ankit Shah, Sagar Samtani

Threat Analysis on AI-Generated Contents (Disinformation, Adversarial Attack)

Continuous Embedding Attacks via Clipped Inputs in Jailbreaking Large Language Models (Short Paper)

Zihao Xu, Yi Liu, Gelei Deng, Kailong Wang, Yuekang Li, Ling Shi, Stjepan Picek

Good News for Script Kiddies? Evaluating Large Language Models for Automated Exploit Generation (Short Paper)

David Jin, Qian Fu, Yuekang Li

Code Vulnerability Repair with Large Language Model using Context-Aware Prompt Tuning (Short Paper)

Arshiya Khan, Guannan Liu, Xing Gao

Examine the Robustness of Machine Learning-based Phishing Website Detection: Action-Masked Reinforcement Learning for Automated Red Teaming (Short Paper)

Yang Gao, Benjamin Ampel, Sagar Samtani

Malware Detection

LeoDroid: An LLM-based Few-Shot Multi-Label Detection for Android Malware

Minhong Dong, Liyuan Liu, Qi Guo, Hongpeng Bai, Ruijie Gong, Yude Bai, Wenying He, Ji Zhang, Ze Wang, Guangquan Xu