Develop various technique to understand deep neural networks.

Parametrized general network failure detection set analysis

The very first work on non-i.i.d. semi-supervised PAC-Bayesian analysis on node-level tasks.

A novel approach to exactly solve the NP-hard combinatorial optimization problem by using imitation learning.