| 2026 | ACL | Conjunctive Prompt Attacks in Multi-Agent LLM Systems. | Nokimul Hasan Arif, Qian Lou, Mengxin Zheng |
| 2026 | ASPLOS | ReliaFHE: Resilient Design for Fully Homomorphic Encryption Accelerators. | Fan Li, Mayank Kumar, Ruizhi Zhu, Mengxin Zheng, Qian Lou, Xin Xin |
| 2026 | ISCA | HBM-CASO: A Coordinated Approach to HBM System-Level and On-Die ECC. | Ruizhi Zhu, Yanan Guo, Huize Li, Weidong Cao, Qian Lou, Xin Xin |
| 2026 | KDD | Heterogeneous Multi-Agent Reinforcement Learning with Attention for Cooperative and Scalable Feature Transformation. | Tao Zhe, Huazhen Fang, Kunpeng Liu, Qian Lou, Tamzidul Hoque, Dongjie Wang |
| 2026 | NDSS | QNBAD: Quantum Noise-induced Backdoor Attacks against Zero Noise Extrapolation. | Cheng Chu, Qian Lou, Fan Chen, Lei Jiang |
| 2026 | SP | Efficient Arithmetic-and-Comparison Homomorphic Encryption with Space Switching. | Erwin Eko Wahyudi, Yan Solihin, Qian Lou |
| 2025 | DAC | zkVC: Fast Zero-Knowledge Proof for Private and Verifiable Computing. | Yancheng Zhang, Mengxin Zheng, Xun Chen, Jingtong Hu, Weidong Shi, Lei Ju, Yan Solihin, Qian Lou |
| 2025 | EMNLP | Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations. | Mansour Al Ghanim, Jiaqi Xue, Rochana Prih Hastuti, Mengxin Zheng, Yan Solihin, Qian Lou |
| 2025 | EMNLP | Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts. | Rochana Prih Hastuti, Rian Adam Rajagede, Mansour Al Ghanim, Mengxin Zheng, Qian Lou |
| 2025 | ICLR | CipherPrune: Efficient and Scalable Private Transformer Inference. | Yancheng Zhang, Jiaqi Xue, Mengxin Zheng, Mimi Xie, Mingzhe Zhang, Lei Jiang, Qian Lou |
| 2025 | SP | DataSeal: Ensuring the Verifiability of Private Computation on Encrypted Data. | Muhammad Husni Santriaji, Jiaqi Xue, Yancheng Zhang, Qian Lou, Yan Solihin |
| 2024 | ACL | CR-UTP: Certified Robustness against Universal Text Perturbations on Large Language Models. | Qian Lou, Xin Liang, Jiaqi Xue, Yancheng Zhang, Rui Xie, Mengxin Zheng |
| 2024 | ECCV | WBP: Training-Time Backdoor Attacks Through Hardware-Based Weight Bit Poisoning. | Kunbei Cai, Zhenkai Zhang, Qian Lou, Fan Yao |
| 2024 | ECCV | SSL-Cleanse: Trojan Detection and Mitigation in Self-Supervised Learning. | Mengxin Zheng, Jiaqi Xue, Zihao Wang, Xun Chen, Qian Lou, Lei Jiang, Xiaofeng Wang |
| 2024 | EMNLP | Jailbreaking LLMs with Arabic Transliteration and Arabizi. | Mansour Al Ghanim, Saleh Almohaimeed, Mengxin Zheng, Yan Solihin, Qian Lou |
| 2024 | EMNLP | BadFair: Backdoored Fairness Attacks with Group-conditioned Triggers. | Jiaqi Xue, Qian Lou, Mengxin Zheng |
| 2024 | ISLPED | OFHE: An Electro-Optical Accelerator for Discretized TFHE. | Mengxin Zheng, Cheng Chu, Qian Lou, Nathan Youngblood, Mo Li, Sajjad Moazeni, Lei Jiang |
| 2024 | MICRO | Trinity: A General Purpose FHE Accelerator. | Xianglong Deng, Shengyu Fan, Zhicheng Hu, Zhuoyu Tian, Zihao Yang, Jiangrui Yu, Dingyuan Cao, Dan Meng, Rui Hou, Meng Li, Qian Lou, Mingzhe Zhang |
| 2024 | NAACL | TrojFSP: Trojan Insertion in Few-shot Prompt Tuning. | Mengxin Zheng, Jiaqi Xue, Xun Chen, Yanshan Wang, Qian Lou, Lei Jiang |
| 2023 | ADMA | Cryptography-Inspired Federated Learning for Generative Adversarial Networks and Meta Learning. | Yu Zheng, Wei Song, Minxin Du, Sherman S. M. Chow, Qian Lou, Yongjun Zhao, Xiuhua Wang |
| 2023 | CVPR | TrojViT: Trojan Insertion in Vision Transformers. | Mengxin Zheng, Qian Lou, Lei Jiang |
| 2023 | DAC | Primer: Fast Private Transformer Inference on Encrypted Data. | Mengxin Zheng, Qian Lou, Lei Jiang |
| 2023 | ECAI | TrojBits: A Hardware Aware Inference-Time Attack on Transformer-Based Language Models. | Mansour Al Ghanim, Muhammad Santriaji, Qian Lou, Yan Solihin |
| 2023 | ICLR | TrojText: Test-time Invisible Textual Trojan Insertion. | Qian Lou, Yepeng Liu, Bo Feng |
| 2022 | CVPR | Lite-MDETR: A Lightweight Multi-Modal Detector. | Qian Lou, Yen-Chang Hsu, Burak Uzkent, Ting Hua, Yilin Shen, Hongxia Jin |
| 2022 | DAC | MATCHA: a fast and energy-efficient accelerator for fully homomorphic encryption over the torus. | Lei Jiang, Qian Lou, Nrushad Joshi |
| 2022 | DATE | coxHE: A software-hardware co-design framework for FPGA acceleration of homomorphic computation. | Mingqin Han, Yilan Zhu, Qian Lou, Zimeng Zhou, Shanqing Guo, Lei Ju |
| 2022 | EMNLP | Numerical Optimizations for Weighted Low-rank Estimation on Language Models. | Ting Hua, Yen-Chang Hsu, Felicity Wang, Qian Lou, Yilin Shen, Hongxia Jin |
| 2022 | ICLR | Language model compression with weighted low-rank factorization. | Yen-Chang Hsu, Ting Hua, Sungen Chang, Qian Lou, Yilin Shen, Hongxia Jin |
| 2022 | ICLR | DictFormer: Tiny Transformer with Shared Dictionary. | Qian Lou, Ting Hua, Yen-Chang Hsu, Yilin Shen, Hongxia Jin |
| 2021 | EMNLP | CRYPTOGRU: Low Latency Privacy-Preserving Text Analysis With GRU. | Bo Feng, Qian Lou, Lei Jiang, Geoffrey C. Fox |
| 2021 | ICLR | SAFENet: A Secure, Accurate and Fast Neural Network Inference. | Qian Lou, Yilin Shen, Hongxia Jin, Lei Jiang |
| 2021 | ICML | HEMET: A Homomorphic-Encryption-Friendly Privacy-Preserving Mobile Neural Network Architecture. | Qian Lou, Lei Jiang |
| 2021 | IJCAI | Automatic Mixed-Precision Quantization Search of BERT. | Changsheng Zhao, Ting Hua, Yilin Shen, Qian Lou, Hongxia Jin |
| 2020 | ASPDAC | MindReading: An Ultra-Low-Power Photonic Accelerator for EEG-based Human Intention Recognition. | Qian Lou, Wenyang Liu, Weichen Liu, Feng Guo, Lei Jiang |
| 2020 | DATE | LightBulb: A Photonic-Nonvolatile-Memory-based Accelerator for Binarized Convolutional Neural Networks. | Farzaneh Zokaee, Qian Lou, Nathan Youngblood, Weichen Liu, Yiyuan Xie, Lei Jiang |
| 2020 | ICLR | AutoQ: Automated Kernel-Wise Neural Network Quantization. | Qian Lou, Feng Guo, Minje Kim, Lantao Liu, Lei Jiang |
| 2019 | DATE | HolyLight: A Nanophotonic Accelerator for Deep Learning in Data Centers. | Weichen Liu, Wenyang Liu, Yichen Ye, Qian Lou, Yiyuan Xie, Lei Jiang |
| 2018 | ICCAD | 3DICT: a reliable and QoS capable mobile process-in-memory architecture for lookup-based CNNs in 3D XPoint ReRAMs. | Qian Lou, Wujie Wen, Lei Jiang |