Neural Network Model for Classifying the Economic Recession and Construction of Financial Stress Index. - Lujia Shen; Tianyu Du; Shouling Ji (ICPCSEE (2), 2019)

Text-based price recommendation system for online rental houses. - Lujia Shen; Qianjun Liu; Gong Chen 009; Shouling Ji (Big Data Min. Anal., 2020)

Cert-RNN: Towards Certifying the Robustness of Recurrent Neural Networks. - Tianyu Du; Shouling Ji; Lujia Shen; Yao Zhang 019; Jinfeng Li; Jie Shi; Chengfang Fang; Jianwei Yin; Raheem Beyah; Ting Wang 006 (CCS, 2021)

Backdoor Pre-trained Models Can Transfer to All. - Lujia Shen; Shouling Ji; Xuhong Zhang 002; Jinfeng Li; Jing Chen 003; Jie Shi; Chengfang Fang; Jianwei Yin; Ting Wang 006 (CCS, 2021)

TextDefense: Adversarial Text Detection based on Word Importance Entropy. - Lujia Shen; Xuhong Zhang 002; Shouling Ji; Yuwen Pu; Chunpeng Ge 001; Xing Yang 004; Yanghe Feng (CoRR, 2023)

GaLileo: General Linear Relaxation Framework for Tightening Robustness Certification of Transformers. - Yunruo Zhang; Lujia Shen; Shanqing Guo; Shouling Ji (AAAI, 2024)

Improving the Robustness of Transformer-based Large Language Models with Dynamic Attention. - Lujia Shen; Yuwen Pu; Shouling Ji; Changjiang Li; Xuhong Zhang 002; Chunpeng Ge 001; Ting Wang 006 (NDSS, 2024)

TextDefense: Adversarial Text Detection Based on Word Importance Score Dispersion. - Lujia Shen; Yuwen Pu; Xuhong Zhang 002; Chunpeng Ge 001; Xing Yang 004; Hao Peng 002; Wei Wang 012; Shouling Ji (IEEE Trans. Dependable Secur. Comput., 2025)