1

Analyzing Reinforcement Learning Algorithms for Nitrogen Fertilizer Management in Simulated Crop Growth
Establishing intelligent crop management techniques for preserving the soil, while providing next-generational food supply for an …
PDF Cite
Combining Evolutionary Search with Behaviour Cloning for Procedurally Generated Content
In this work, we consider the problem of procedural content generation for video game levels. Prior approaches have relied on …
PDF Cite Project
Procedural Content Generation using Neuroevolution and Novelty Search for Diverse Video Game Levels
Procedurally generated video game content has the potential to drastically reduce the content creation budget of game developers and …
PDF Cite Code Project Video
Procedural Content Generation using Neuroevolution and Novelty Search for Diverse Video Game Levels
Autonomous Learning of Object-Centric Abstractions for High-Level Planning
We propose a method for autonomously learning an object-centric representation of a continuous and high-dimensional environment that is …
PDF Cite Project
Generalisation in Lifelong Reinforcement Learning through Logical Composition
We leverage logical composition in reinforcement learning to create a framework that enables an agent to autonomously determine whether …
PDF Cite Project
Using Score-based Structure Learning to Computationally Learn Direct Influence between Hierarchical Dynamic Bayesian Networks
Numerous fields of science have investigated stochastic processes which are partially observable. However, the discovery and analysis …
PDF Cite
Constructing a Visual Dataset to Study the Effects of Spatial Apartheid in South Africa
Aerial images of neighborhoods in South Africa show the clear legacy of Apartheid, a former policy of political and economic …
PDF Cite
Improving Pose Estimation through Contextual Activity Fusion
This research presents the idea of activity fusion into existing Pose Estimation architectures to enhance their predictive ability. …
PDF Cite
Generative Adversarial Networks for Global Illumination and Indirect Lighting as a Replacement for Ray-tracing in Older GPU Hardware
We give an overview of the different rendering methods and we demonstrate that the use of a Generative Adversarial Networks (GAN) for …
PDF Cite
Deep Reinforcement Learning for Robotic Hand Manipulation
Researchers have made a lot of progress in combining the advances in Deep Learning and the generalization and applicability of …
PDF Cite