AnyGoal: benchmarking world model generalization beyond expert rollouts

galilai-group · hf · 2026-10-20

Researchers from Brown, Mila, NYU and Cold Spring Harbor introduce AnyGoal, a benchmark testing whether world models can generalize dynamics to unseen combinations of familiar states and actions for planning. It spans 12 environments — TwoRoom navigation, Push-T variants, and robotic peg/cube manipulation — separating base training tasks from free-space and contact-rich inference tasks.

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