3 papers
q-bio.NC2025
Response function as a quantitative measure of consciousness in brain dynamics
Wenkang Du, Haiping Huang
Understanding the neural correlates of consciousness remains a central challenge in neuroscience. In this study, we investigate the relationship between consciousness and neural re…
cs.LG2025
Geometric origin of adversarial vulnerability in deep learning
Yixiong Ren, Wenkang Du, Jianhui Zhou +1
Balancing training accuracy and adversarial robustness has beeen a challenge since the birth of deep learning. Here, we introduce a geometry-aware deep learning framework that leve…
q-bio.NC2025
Synaptic plasticity alters the nature of chaos transition in neural networks
Wenkang Du, Haiping Huang
In realistic neural circuits, both neurons and synapses are coupled in dynamics with separate time scales. The circuit functions are intimately related to these coupled dynamics. H…