69 citations · 98 across the 7 of their papers we have counts for
7 papers
Improving Interpretability via Explicit Word Interaction Graph Layer
Arshdeep Sekhon, Hanjie Chen, Aman Shrivastava +3
Recent NLP literature has seen growing interest in improving model interpretability. Along this direction, we propose a trainable neural network layer that learns a global interact…
Relate and Predict: Structure-Aware Prediction with Jointly Optimized Neural DAG
Arshdeep Sekhon, Zhe Wang, Yanjun Qi
Understanding relationships between feature variables is one important way humans use to make decisions. However, state-of-the-art deep learning studies either focus on task-agnost…
Weak Supervision and Referring Attention for Temporal-Textual Association Learning
Zhiyuan Fang, Shu Kong, Zhe Wang +2
A system capturing the association between video frames and textual queries offer great potential for better video analysis. However, training such a system in a fully supervised w…
Gradient Free Minimax Optimization: Variance Reduction and Faster Convergence
Tengyu Xu, Zhe Wang, Yingbin Liang +1
Many important machine learning applications amount to solving minimax optimization problems, and in many cases there is no access to the gradient information, but only the functio…
Augmenting Model Robustness with Transformation-Invariant Attacks
Houpu Yao, Zhe Wang, Guangyu Nie +3
The vulnerability of neural networks under adversarial attacks has raised serious concerns and motivated extensive research. It has been shown that both neural networks and adversa…
End-to-End Video Classification with Knowledge Graphs
Fang Yuan, Zhe Wang, Jie Lin +4
Video understanding has attracted much research attention especially since the recent availability of large-scale video benchmarks. In this paper, we address the problem of multi-l…
Chinese Poetry Generation with Planning based Neural Network
Zhe Wang, Wei He, Hua Wu +4
Chinese poetry generation is a very challenging task in natural language processing. In this paper, we propose a novel two-stage poetry generating method which first plans the sub-…