Multiverse Mechanica: A Testbed for Learning Game Mechanics via Counterfactual Worlds
We study how generative world models trained on video games can go beyond mere reproduction of gameplay visuals to learning game mechanics—the modular rules that causally govern gameplay. We introduce a formalization of the concept of game mechanics that operationalizes mechanic-learning as a causal…