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RISE: Adaptive Imagination for World Action Models
Not provided in the abstract
adaptive planningworld action modelsrisk assessment
2608.20430
Builder Relevance
2h ago80%
Abstract
RISE introduces an adaptive imagination framework for World Action Models that optimizes planning by selectively rolling out future scenarios based on expected benefits.
Reality Card
Core Claim
RISE achieves the best overall planning performance while reducing unnecessary rollout in World Action Models.
Method / Result
RISE reduces unnecessary rollout while improving planning performance, as demonstrated in experiments on NAVSIM and nuScenes.
Limitations
The reliance on a counterfactual dataset may limit reproducibility due to the complexity of generating diverse outcomes.
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