5 citations · 5 across the 4 of their papers we have counts for
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Unifying Perplexing Behaviors in Modified BP Attributions through Alignment Perspective
Guanhua Zheng, Jitao Sang, Changsheng Xu
Attributions aim to identify input pixels that are relevant to the decision-making process. A popular approach involves using modified backpropagation (BP) rules to reverse decisio…
MMCGAN: Generative Adversarial Network with Explicit Manifold Prior
Guanhua Zheng, Jitao Sang, Changsheng Xu
Generative Adversarial Network(GAN) provides a good generative framework to produce realistic samples, but suffers from two recognized issues as mode collapse and unstable training…
A Generalization Theory based on Independent and Task-Identically Distributed Assumption
Guanhua Zheng, Jitao Sang, Houqiang Li +2
Existing generalization theories analyze the generalization performance mainly based on the model complexity and training process. The ignorance of the task properties, which resul…
Understanding Deep Learning Generalization by Maximum Entropy
Guanhua Zheng, Jitao Sang, Changsheng Xu
Deep learning achieves remarkable generalization capability with overwhelming number of model parameters. Theoretical understanding of deep learning generalization receives recent…