TL;DR of the paper, generated automatically.

A paper adds a world model to PPO, raising success on two benchmarks.

• Idea: world model predicts what each sampled action would change.
• Results: ALFWorld 63.5% to 87.5%, ScienceWorld 39.3% to 52.9%.
• Cost: no teacher model; only the policy runs at inference.