Improving Adversarial Robustness of Conjugate Neural Networks with Guided Diversity

C Lin, TH Yeap, I Kiringa - Authorea Preprints, 2024 - techrxiv.org
This paper introduces Conjugate Neural Networks (CoNNs), a novel architecture designed
to enhance robustness against adversarial attacks. Adversarial attacks pose significant …

Analysis of Complex Dynamical Systems by Combining Recurrent Neural Networks and Mechanistic Models

C Lin - 2024 - ruor.uottawa.ca
The aim of this study is to analyze the time series data in an innovative manner, which
combined the deep learning model with the mechanistic model to form a hybrid model. In …