40 citations · 115 across the 23 of their papers we have counts for
4 papers · 1 filter
Inference of Stochastic Dynamical Systems from Cross-Sectional Population Data
Anastasios Tsourtis, Yannis Pantazis, Ioannis Tsamardinos
Inferring the driving equations of a dynamical system from population or time-course data is important in several scientific fields such as biochemistry, epidemiology, financial ma…
Optimizing Variational Representations of Divergences and Accelerating their Statistical Estimation
Jeremiah Birrell, Markos A. Katsoulakis, Yannis Pantazis
Variational representations of divergences and distances between high-dimensional probability distributions offer significant theoretical insights and practical advantages in numer…
Cumulant GAN
Yannis Pantazis, Dipjyoti Paul, Michail Fasoulakis +2
In this paper, we propose a novel loss function for training Generative Adversarial Networks (GANs) aiming towards deeper theoretical understanding as well as improved stability an…
Training Generative Adversarial Networks with Weights
Yannis Pantazis, Dipjyoti Paul, Michail Fasoulakis +1
The impressive success of Generative Adversarial Networks (GANs) is often overshadowed by the difficulties in their training. Despite the continuous efforts and improvements, there…