Improving Neural Network Training Based on Jacobian Rank Deficiency. - Guian Zhou; Jennie Si (ICANN, 1996)

A Systematic and Effective Supervised Learning Mechanism Based on Jacobian Rank Deficiency. - Guian Zhou; Jennie Si (Neural Comput., 1998)

Advanced neural-network training algorithm with reduced complexity based on Jacobian deficiency. - Guian Zhou; Jennie Si (IEEE Trans. Neural Networks, 1998)

Subset-based training and pruning of sigmoid neural networks. - Guian Zhou; Jennie Si (Neural Networks, 1999)

Advancing Gradient Base Neural Network Training. - Jennie Si; Guian Zhou (Neural Parallel Sci. Comput., 1999)

C2S: translating natural language comments to formal program specifications. - Juan Zhai; Yu Shi; Minxue Pan; Guian Zhou; Yongxiang Liu; Chunrong Fang; Shiqing Ma; Lin Tan 001; Xiangyu Zhang 001 (ESEC/SIGSOFT FSE, 2020)