Program Schedule

7:30 am - 9:00 am

Morning Coffee

9:00 am - 9:05 am

Opening Remarks

9:05 am - 9:30 am

Keynote 1

9:30 am - 9:55 am

Keynote 2

9:55 am - 10:40 am

Morning Coffee/Break

Human-Centric Design in Security Analytics

10:40 am - 10:55 am

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

Changsheng Sun, Xinke Li, Jin Song Dong

Biometric Security and User Authentication Analysis

10:55 am - 11:10 am

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

11:10 am - 11:30 am

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

Yuer Yang, Yifeng Lin, Siu-Ming Yiu

11:30 am - 11:50 am

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

11:50 am - 1:00 pm

Lunch

Vulnerability Detection and Assessment

1:00 pm - 1:15 pm

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

1:15 pm - 1:30 pm

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)

1:30 pm - 1:45 pm

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

1:45 pm - 2:00 pm

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

David Jin, Qian Fu, Yuekang Li

2:00 pm - 2:15 pm

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

Arshiya Khan, Guannan Liu, Xing Gao

2:15 pm - 3:00 pm

Afternoon Coffee/Break

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

3:00 pm - 3:15 pm

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

3:15 pm - 3:35 pm

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

3:35 pm - 4:00 pm

Conlusion