TL;DR of the paper, generated automatically.

How fast a world model learns unseen game mechanics.

• Model: WARC, 35M parameters, updates all its weights after each transition.
• Result: four in five mechanics hit 80%+ accuracy on held-out games.
• Speed: half get there within about 80 exposures (sightings of a mechanic), in one play.