AnyGoal
A benchmark and open-source library for evaluating the compositional generalization ability of world models. By constructing goal-shifted task variants, it tests whether a model can recombine state factors and actions seen during training to complete new planning tasks.
Timeline (last 90 days)
AnyGoal is a benchmark that studies the generalization capability of world models from a compositional generalization perspective.
AnyGoal constructs "goal-shift" task variants built on widely used world model environments.
In AnyGoal tasks, individual state factors and actions remain within the training support, but their combinations rarely appear in expert trajectories.
AnyGoal is a public benchmark and open-source library.
The researchers analyzed dynamic failures and representation failures, involving different interaction mechanisms and evaluation metrics.
All Facts (5)
AnyGoal is a benchmark that studies the generalization capability of world models from a compositional generalization perspective.
50%UnverifiedAnyGoal constructs "goal-shift" task variants built on widely used world model environments.
50%UnverifiedIn AnyGoal tasks, individual state factors and actions remain within the training support, but their combinations rarely appear in expert trajectories.
50%UnverifiedAnyGoal is a public benchmark and open-source library.
50%UnverifiedThe researchers analyzed dynamic failures and representation failures, involving different interaction mechanisms and evaluation metrics.
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