Publications

2023

• TrojPrompt: A Black-box Trojan Attack on Pre-trained Language Models
  • Authors: Jiaqi Xue, Mengxin Zheng, Ting Hua, Yepeng Liu, Yilin Shen, Ladislau Bölöni, Qian Lou
  • Journal: Thirty-Seventh Annual Conference on Neural Information Processing Systems (NeurIPS 2023)
  • Link: Read Paper
• TrojViT: Trojan Insertion in Vision Transformers
  • Authors: Mengxin Zheng, Qian Lou, Lei Jiang
  • Journal: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2023)
  • Link: Read Paper
• Cofhe: Software and hardware co-design for fhe-based machine learning as a service
  • Authors: Mengxin Zheng, Lei Ju, Lei Jiang
  • Journal: Frontiers in Electronics
  • Link: Read Paper
• Primer: Fast Private Transformer Inference on Encrypted Data
  • Authors: Mengxin Zheng, Qian Lou, Lei Jiang
  • Journal: 2023 Design Automation Conference (DAC 2023)
  • Link: Read Paper
• PriML: An Electro-Optical Accelerator for Private Machine Learning on Encrypted Data
  • Authors: Mengxin Zheng, Fan Chen, Lei Jiang, Qian Lou
  • Journal: 2023 24th International Symposium on Quality Electronic Design (ISQED)
  • Link: Read Paper

2022

• CryptoLight: An Electro-Optical Accelerator for Fully Homomorphic Encryption
  • Authors: Mengxin Zheng, Qian Lou, Fan Chen, Lei Jiang, Yongxin Zhu
  • Journal: Proceedings of the 17th ACM International Symposium on Nanoscale Architectures (NanoArch 2022)
  • Link: Read Paper