160 citations · 659 across the 33 of their papers we have counts for
Showing 2015Show all
3 papers · 1 filter
cs.CL2015★ 41 cited
Generating Text with Deep Reinforcement Learning
Hongyu Guo
We introduce a novel schema for sequence to sequence learning with a Deep Q-Network (DQN), which decodes the output sequence iteratively. The aim here is to enable the decoder to f…
cs.LG2015★ 1 cited
A Deep Learning Model for Structured Outputs with High-order Interaction
Hongyu Guo, Xiaodan Zhu, Martin Renqiang Min
Many real-world applications are associated with structured data, where not only input but also output has interplay. However, typical classification and regression models often la…
cs.CL2015★ 68 cited
Long Short-Term Memory Over Tree Structures
Xiaodan Zhu, Parinaz Sobhani, Hongyu Guo
The chain-structured long short-term memory (LSTM) has showed to be effective in a wide range of problems such as speech recognition and machine translation. In this paper, we prop…