Despite the prevalence and many successes of deep learning applications ...
Continual learning aims to alleviate catastrophic forgetting when handli...
Deep learning has achieved great success in the challenging circuit
anno...
In this paper we develop a novel regularization method for deep neural
n...
The objective of image outpainting is to extend image current border and...
Task-free online continual learning aims to alleviate catastrophic forge...
Adaptive gradient methods, especially Adam-type methods (such as Adam,
A...
Recently, collaborative learning proposed by Song and Chai has achieved
...
In topology optimization using deep learning, load and boundary conditio...
In recent years, total variation (TV) and Euler's elastica (EE) have bee...