Overcoming catastrophic forgetting problem by weight consolidation and long-term memory. - Shixian Wen; Laurent Itti (CoRR, 2018)

Beneficial perturbation network for continual learning. - Shixian Wen; Laurent Itti (CoRR, 2019)

Adversarial Training: embedding adversarial perturbations into the parameter space of a neural network to build a robust system. - Shixian Wen; Laurent Itti (CoRR, 2019)

Beneficial Perturbations Network for Defending Adversarial Examples. - Shixian Wen; Laurent Itti (CoRR, 2020)

What can we learn from misclassified ImageNet images? - Shixian Wen; Amanda Sofie Rios; Kiran Lekkala; Laurent Itti (CoRR, 2022)

Ferroelectric FET based Context-Switching FPGA Enabling Dynamic Reconfiguration for Adaptive Deep Learning Machines. - Yixin Xu 001; Zijian Zhao 001; Yi Xiao 008; Tongguang Yu; Halid Mulaosmanovic; Dominik Kleimaier; Stefan Dünkel; Sven Beyer; Xiao Gong; Rajiv V. Joshi; X. Sharon Hu; Shixian Wen; et al. (CoRR, 2022)

Beneficial Perturbation Network for Designing General Adaptive Artificial Intelligence Systems. - Shixian Wen; Amanda Rios; Yunhao Ge; Laurent Itti (IEEE Trans. Neural Networks Learn. Syst., 2022)

Lightweight Learner for Shared Knowledge Lifelong Learning. - Yunhao Ge; Yuecheng Li; Di Wu; Ao Xu; Adam M. Jones; Amanda Sofie Rios; Iordanis Fostiropoulos; Shixian Wen; Po-Hsuan Huang; Zachary William Murdock; Gozde Sahin; Shuo Ni; et al. (Trans. Mach. Learn. Res., 2023)