73 citations · 130 across the 4 of their papers we have counts for
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cs.CL2018★ 73 cited
Adversarial Text Generation via Feature-Mover's Distance
Liqun Chen, Shuyang Dai, Chenyang Tao +5
Generative adversarial networks (GANs) have achieved significant success in generating real-valued data. However, the discrete nature of text hinders the application of GAN to text…
cs.CL2018★ 29 cited
Interactive Grounded Language Acquisition and Generalization in a 2D World
Haonan Yu, Haichao Zhang, Wei Xu
We build a virtual agent for learning language in a 2D maze-like world. The agent sees images of the surrounding environment, listens to a virtual teacher, and takes actions to rec…
cs.CL2017★ 6 cited
A Deep Compositional Framework for Human-like Language Acquisition in Virtual Environment
Haonan Yu, Haichao Zhang, Wei Xu
We tackle a task where an agent learns to navigate in a 2D maze-like environment called XWORLD. In each session, the agent perceives a sequence of raw-pixel frames, a natural langu…