Defensive Machine Learning Techniques for Countering Adversarial Attacks

Contextual Embedding Representations for Retrieval-Based and Generation-Based Dialogue Systems

Attention-enhanced Deep Learning Models for Data Cleaning and Integration

Computational Structures as Neural Symbolic Representation

Enhancing Document Understanding through the Incorporation of Structural Inference