Shiliang Sun

A Learning Error Analysis for Structured Prediction with Approximate Inference

2017 · Neural Information Processing Systems

In this work, we try to understand the differences between exact and approximate inference algorithms in structured prediction. We compare the estimation and approximation error of both underestimate and overestimate models. The result shows that, …

Multi-view Defense with Adversarial Autoencoders

2021

In view of the vulnerability of multi-view deep models to adversarial perturbation, this paper designs two kinds of multi-view adversarial autoencoders (MAAEs). We first propose the MAAE1 defense, in which each view is used to …