228 citations · 2.2k across the 99 of their papers we have counts for
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cs.LG2017★ 228 cited
Good Semi-supervised Learning that Requires a Bad GAN
Zihang Dai, Zhilin Yang, Fan Yang +2
Semi-supervised learning methods based on generative adversarial networks (GANs) obtained strong empirical results, but it is not clear 1) how the discriminator benefits from joint…
cond-mat.mes-hall2017★ 5 cited
Quantitative signal extraction in the dynamic range of nanomechanical systems by free and constrained fitting
Fan Yang, Reimar Waitz, Mengqi Fu +1
We present a free and a constrained fitting procedure for quantitative signal extraction of nanomechanical systems in the dynamic range and for physical model testing. We demonstra…
cs.AI2017★ 171 cited
Differentiable Learning of Logical Rules for Knowledge Base Reasoning
Fan Yang, Zhilin Yang, William W. Cohen
We study the problem of learning probabilistic first-order logical rules for knowledge base reasoning. This learning problem is difficult because it requires learning the parameter…