204 citations · 848 across the 22 of their papers we have counts for
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cs.LG2017★ 199 cited
Generalization and Equilibrium in Generative Adversarial Nets (GANs)
Sanjeev Arora, Rong Ge, Yingyu Liang +2
We show that training of generative adversarial network (GAN) may not have good generalization properties; e.g., training may appear successful but the trained distribution may be…
cs.LG2017★ 42 cited
On the ability of neural nets to express distributions
Holden Lee, Rong Ge, Tengyu Ma +2
Deep neural nets have caused a revolution in many classification tasks. A related ongoing revolution -- also theoretically not understood -- concerns their ability to serve as gene…