Mathematical Properties of Incremental Effect Additivity and Other Synergy Theories

no code implementations • 24 Dec 2021 • Leonid Hanin, Liyang Xie, Rainer Sachs

Synergy theories for multi-component agent mixtures use 1-agent dose-effect relations, assumed known from analyzing previous 1-agent experiments, to calculate baseline Neither-Synergy-Nor-Antagonism mixture dose-effect relations.

Differentially Private Generative Adversarial Network

2 code implementations • 19 Feb 2018 • Liyang Xie, Kaixiang Lin, Shu Wang, Fei Wang, Jiayu Zhou

Generative Adversarial Network (GAN) and its variants have recently attracted intensive research interests due to their elegant theoretical foundation and excellent empirical performance as generative models.

Generative Adversarial Network