CryptoLight: An Electro-Optical Accelerator for Fully Homomorphic Encryption. - Mengxin Zheng; Qian Lou; Fan Chen 001; Lei Jiang 001; Yongxin Zhu 001 (NANOARCH, 2022)

TrojViT: Trojan Insertion in Vision Transformers. - Mengxin Zheng; Qian Lou; Lei Jiang 001 (CVPR, 2023)

Primer: Fast Private Transformer Inference on Encrypted Data. - Mengxin Zheng; Qian Lou; Lei Jiang 001 (DAC, 2023)

PriML: An Electro-Optical Accelerator for Private Machine Learning on Encrypted Data. - Mengxin Zheng; Fan Chen 001; Lei Jiang 001; Qian Lou (ISQED, 2023)

TrojLLM: A Black-box Trojan Prompt Attack on Large Language Models. - Jiaqi Xue; Mengxin Zheng; Ting Hua; Yilin Shen; Yepeng Liu; Ladislau Bölöni; Qian Lou (NeurIPS, 2023)

SSL-Cleanse: Trojan Detection and Mitigation in Self-Supervised Learning. - Mengxin Zheng; Jiaqi Xue; Xun Chen; Lei Jiang 001; Qian Lou (CoRR, 2023)

TrojPrompt: A Black-box Trojan Attack on Pre-trained Language Models. - Jiaqi Xue; Yepeng Liu; Mengxin Zheng; Ting Hua; Yilin Shen; Ladislau Bölöni; Qian Lou (CoRR, 2023)

TrojFSP: Trojan Insertion in Few-shot Prompt Tuning. - Mengxin Zheng; Jiaqi Xue; Xun Chen; Yanshan Wang; Qian Lou; Lei Jiang 001 (CoRR, 2023)

CR-UTP: Certified Robustness against Universal Text Perturbations on Large Language Models. - Qian Lou; Xin Liang; Jiaqi Xue; Yancheng Zhang; Rui Xie; Mengxin Zheng (ACL (Findings), 2024)

SSL-Cleanse: Trojan Detection and Mitigation in Self-Supervised Learning. - Mengxin Zheng; Jiaqi Xue; Zihao Wang; Xun Chen; Qian Lou; Lei Jiang 001; Xiaofeng Wang 001 (ECCV (87), 2024)

Jailbreaking LLMs with Arabic Transliteration and Arabizi. - Mansour Al Ghanim; Saleh Almohaimeed; Mengxin Zheng; Yan Solihin; Qian Lou (EMNLP, 2024)

BadFair: Backdoored Fairness Attacks with Group-conditioned Triggers. - Jiaqi Xue; Qian Lou; Mengxin Zheng (EMNLP (Findings), 2024)

OFHE: An Electro-Optical Accelerator for Discretized TFHE. - Mengxin Zheng; Cheng Chu; Qian Lou; Nathan Youngblood; Mo Li; Sajjad Moazeni; Lei Jiang 001 (ISLPED, 2024)

TrojFair: Trojan Fairness Attacks. - Jiaqi Xue; Mengxin Zheng; Yi Sheng; Lei Yang 018; Qian Lou; Lei Jiang 001 (LAMPS@CCS, 2024)

TrojFSP: Trojan Insertion in Few-shot Prompt Tuning. - Mengxin Zheng; Jiaqi Xue; Xun Chen; Yanshan Wang; Qian Lou; Lei Jiang (NAACL-HLT, 2024)

HEPrune: Fast Private Training of Deep Neural Networks With Encrypted Data Pruning. - Yancheng Zhang; Mengxin Zheng; Yuzhang Shang; Xun Chen; Qian Lou (NeurIPS, 2024)

EGPDI: identifying protein-DNA binding sites based on multi-view graph embedding fusion. - Mengxin Zheng; Guicong Sun; Xueping Li; Yongxian Fan (Briefings Bioinform., 2024)

OFHE: An Electro-Optical Accelerator for Discretized TFHE. - Mengxin Zheng; Cheng Chu; Qian Lou; Nathan Youngblood; Mo Li; Sajjad Moazeni; Lei Jiang (CoRR, 2024)

BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models. - Jiaqi Xue; Mengxin Zheng; Yebowen Hu; Fei Liu 004; Xun Chen; Qian Lou (CoRR, 2024)

Corrosion Hammer: A Self-Activated Bit-Flip Attack to the Processing-In-Memory Accelerator. - Zihao Yang; Mengxin Zheng; Shengyu Fan; Qian Lou; Rui Hou 001; Dan Meng 002; Mingzhe Zhang (CF, 2025)

CipherPrune: Efficient and Scalable Private Transformer Inference. - Yancheng Zhang; Jiaqi Xue; Mengxin Zheng; Mimi Xie; Mingzhe Zhang; Lei Jiang 001; Qian Lou (ICLR, 2025)

MLC-DTA: Drug-target affinity prediction based on multi-level contrastive learning and equivariant graph neural networks. - Mengxin Zheng; Guicong Sun; Yongxian Fan (Neurocomputing, 2025)

Uncovering the Hidden Threat of Text Watermarking from Users with Cross-Lingual Knowledge. - Mansour Al Ghanim; Jiaqi Xue; Rochana Prih Hastuti; Mengxin Zheng; Yan Solihin; Qian Lou (CoRR, 2025)

TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation. - Mayank Kumar; Jiaqi Xue; Mengxin Zheng; Qian Lou (CoRR, 2025)

Measuring Computational Universality of Fully Homomorphic Encryption. - Jiaqi Xue; Xin Xin; Wei Zhang 056; Mengxin Zheng; Qianqian Song; Minxuan Zhou; Yushun Dong; Dongjie Wang; Xun Chen; Jiafeng Xie; Liqiang Wang; David Mohaisen; et al. (CoRR, 2025)

zkVC: Fast Zero-Knowledge Proof for Private and Verifiable Computing. - Yancheng Zhang; Mengxin Zheng; Xun Chen; Jingtong Hu; Weidong Shi; Lei Ju 001; Yan Solihin; Qian Lou (CoRR, 2025)

Securing Transformer-based AI Execution via Unified TEEs and Crypto-protected Accelerators. - Jiaqi Xue; Yifei Zhao; Mengxin Zheng; Fan Yao; Yan Solihin; Qian Lou (CoRR, 2025)