IntelliTrust Lab

Selected Publications

Student Papers (Under Review)


Privacy-Preserving Multi-Source Data-Driven Optimization for Intelligent EV Charging

Emama Nahid, Chen Zhao, Mahyar Amirgholy, Danyang Zheng, Honghui Xu
[Trustworthy AI]

When FinTech Meets Privacy: Securing Financial LLMs with Differential Private Fine-Tuning

Sichen Zhu, Hoyeong Leung, Xiaoyi Wang, Jia Wei, Honghui Xu
[Trustworthy AI, Generative AI]

MediGuard: Privacy-Preserving Cross-Modal LLM for On-Device Medical Assistance

Shifa Khan, Chen Zhao, Liang Zhao, Zongxing Xie, Liran Ma, Zhipeng Cai, Honghui Xu
[Trustworthy AI, Generative AI, IoT]

AgriSentinel: Privacy-Enhanced Embedded-LLM Crop Disease Alerting System

Chanti Mylay, Bobin Deng, Taeyeong Choi, Zhipeng Cai, Honghui Xu
[Trustworthy AI, Generative AI, IoT]

2025

Privacy-Preserving Multimodal Sentiment Analysis
Honghui Xu, Wei Li, Daniel Takabi, Daehee Seo, Zhipeng Cai IEEE Internet of Things (IoTJ), 09 Jan 2025
[Trustworthy AI, IoT]

2024

APOLLO: Differential Private Online Multi-Sensor Data Prediction with Certified Performance
Honghui Xu, Wei Li, Shaoen Wu, Liang Zhao, Zhipeng Cai IEEE International Conference on Data Mining (ICDM), 11 Sept 2024
[Trustworthy AI, IoT]
Overheard: Audio-based Integral Event Inferencee
Honghui Xu, Zhipeng Cai, Liran Ma, Yingshu Li, Daehee Seo, Wei Li ACM Journal of Data and Information Quality, 09 Sept 2024
[Trustworthy AI, IoT]
KDGAN: Knowledge Distillation‐based Model Copyright Protection for Secure and Communication‐Efficient Model Publishing
Bingyi Xie, Honghui Xu, Daehee Seo, DongMyung Shin, Zhipeng Cai IET Communications, 24 May 2024
[Trustworthy AI]
Security Risks Concerns of Generative AI in the IoT
Honghui Xu, Yingshu Li, Olusesi Balogun, Shaoen Wu, Yue Wang, Zhipeng Cai IEEE Internet of Things Magazine, 02 May 2024
[Trustworthy AI, Generative AI, IoT]

2023

Lightweight Super-Resolution Model for Complete Model Copyright Protection
Bingyi Xie, Honghui Xu, Yong Joon Joe, Daehee Seo, Zhipeng Cai Tsinghua Science and Technology, 20 Dec 2023
[Trustworthy AI]
Backdoor Attack on 3D Grey Image Segmentation
Honghui Xu, Zhipeng Cai, Zuobin Xiong, Wei Li IEEE International Conference on Data Mining (ICDM), 01 Dec 2023
[Trustworthy AI]
Analysis on Methods to Effectively Improve Transfer Learning Performance
Honghui Xu, Wei Li, Zhipeng Cai Theoretical Computer Science (TCS), 09 Jan 2023
[Efficient AI]

2022

A Self-Supervised Purification Mechanism for Adversarial Samples
Bingyi Xie, Honghui Xu, Zuobin Xiong, Yingshu Li, Zhipeng Cai IEEE SmartData, 22 Aug 2022
[Trustworthy AI, IoT]
Efficient CityCam-to-Edge Cooperative Learning for Vehicle Counting in ITS
Honghui Xu, Zhipeng Cai, Ruinian Li, Wei Li IEEE Transactions on Intelligent Transportation Systems (TITS), 14 Feb 2022
[Efficient AI, IoT]
Privacy-Preserving Mechanisms for Multi-label Image Recognition
Honghui Xu, Zhipeng Cai, Wei Li ACM Transactions on Knowledge Discovery from Data (TKDD), 08 Jan 2022
[Trustworthy AI]

2021

Which Option Is a Better Way to Improve Transfer Learning Performance?
Honghui Xu, Zhipeng Cai, Wei Li International Conference on Combinatorial Optimization and Applications (COCOON), 12 Nov 2022
[Efficient AI]
Audio-visual Autoencoding for Privacy-Preserving Video Streaming
Honghui Xu, Zhipeng Cai, Daniel Takabi, Wei Li IEEE Internet of Things Journal (IoTJ), 14 June 2022
[Trustworthy AI, Generative AI, IoT]
Multi-Source Adversarial Sample Attack on Autonomous Vehicles
Zuobin Xiong, Honghui Xu, Wei Li, Zhipeng Cai IEEE Transactions on Vehicular Technology (TVT), 22 Feb 2022
[Trustworthy AI, Generative AI, IoT]