Maren Awiszus

Markov Chain Neural Networks

2018

In this work we present a modified neural network model which is capable to simulate Markov Chains. We show how to express and train such a network, how to ensure given statistical properties reflected in …

Wor(l)d-GAN: Toward Natural-Language-Based PCG in <i>Minecraft</i>

2022 · IEEE Transactions on Games

This article presents Wor(l)d-GAN, a method to perform data-driven procedural content generation via machine learning inMinecraftfrom a single example. Based on a 3-D generative adversarial network (GAN) architecture, we are able to create arbitrarily sized …