97 citations · 228 across the 8 of their papers we have counts for
6 papers · 1 filter
Automatic Mapping of NES Games with Mappy
Joseph C. Osborn, Adam Summerville, Michael Mateas
Game maps are useful for human players, general-game-playing agents, and data-driven procedural content generation. These maps are generally made by hand-assembling manually-create…
Mechanics Automatically Recognized via Interactive Observation: Jumping
Adam Summerville, Joseph C. Osborn, Christoffer Holmgård +1
Jumping has been an important mechanic since its introduction in Donkey Kong. It has taken a variety of forms and shown up in numerous games, with each jump having a different feel…
CHARDA: Causal Hybrid Automata Recovery via Dynamic Analysis
Adam Summerville, Joseph Osborn, Michael Mateas
We propose and evaluate a new technique for learning hybrid automata automatically by observing the runtime behavior of a dynamical system. Working from a sequence of continuous st…
Automated Game Design Learning
Joseph C Osborn, Adam Summerville, Michael Mateas
While general game playing is an active field of research, the learning of game design has tended to be either a secondary goal of such research or it has been solely the domain of…
Off The Beaten Lane: AI Challenges In MOBAs Beyond Player Control
Michael Cook, Adam Summerville, Simon Colton
MOBAs represent a huge segment of online gaming and are growing as both an eSport and a casual genre. The natural starting point for AI researchers interested in MOBAs is to develo…
Procedural Content Generation via Machine Learning (PCGML)
Adam Summerville, Sam Snodgrass, Matthew Guzdial +5
This survey explores Procedural Content Generation via Machine Learning (PCGML), defined as the generation of game content using machine learning models trained on existing content…