Detecting Unknown Vulnerabilities in Smart Contracts with Multi-Label Classification Model Using CNN-BiLSTM. - Wanyi Gu; Guojun Wang 001; Peiqiang Li; Xubin Li; Guangxin Zhai; Xiangbin Li; Mingfei Chen (UbiSec, 2022)

Bi-thresholds-based unknown vulnerability detection in smart contracts using multi-classification model. - Peiqiang Li; Guojun Wang 001; Guangxin Zhai; Wanyi Gu; Xubin Li; Xiangyong Liu; Yuheng Zhang (Comput. Electr. Eng., 2024)

Detecting abnormal behaviors in smart contracts using opcode sequences. - Peiqiang Li; Guo-Jun Wang 001; Xiaofei Xing; Jinyao Zhu; Wanyi Gu; Guangxin Zhai (Comput. Commun., 2024)

A smart contract vulnerability detection method based on deep learning with opcode sequences. - Peiqiang Li; Guojun Wang 001; Xiaofei Xing; Jinyao Zhu; Wanyi Gu; Guangxin Zhai (Peer Peer Netw. Appl., 2024)

Detecting unknown vulnerabilities in smart contracts with the CNN-BiLSTM model. - Wanyi Gu; Guojun Wang 001; Peiqiang Li; Guangxin Zhai; Xubin Li (Int. J. Inf. Sec., 2025)