30 citations · 55 across the 5 of their papers we have counts for
5 papers
Constrained Text Generation with Global Guidance -- Case Study on CommonGen
Yixian Liu, Liwen Zhang, Wenjuan Han +2
This paper studies constrained text generation, which is to generate sentences under certain pre-conditions. We focus on CommonGen, the task of generating text based on a set of co…
FurcaNeXt: End-to-end monaural speech separation with dynamic gated dilated temporal convolutional networks
Liwen Zhang, Ziqiang Shi, Jiqing Han +2
Deep dilated temporal convolutional networks (TCN) have been proved to be very effective in sequence modeling. In this paper we propose several improvements of TCN for end-to-end a…
Tropical Geometry of Deep Neural Networks
Liwen Zhang, Gregory Naitzat, Lek-Heng Lim
We establish, for the first time, connections between feedforward neural networks with ReLU activation and tropical geometry --- we show that the family of such neural networks is…
Gaussian Mixture Latent Vector Grammars
Yanpeng Zhao, Liwen Zhang, Kewei Tu
We introduce Latent Vector Grammars (LVeGs), a new framework that extends latent variable grammars such that each nonterminal symbol is associated with a continuous vector space re…
Gaussian Attention Model and Its Application to Knowledge Base Embedding and Question Answering
Liwen Zhang, John Winn, Ryota Tomioka
We propose the Gaussian attention model for content-based neural memory access. With the proposed attention model, a neural network has the additional degree of freedom to control…