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Author

Zesen Zhao

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Jul 2026

Test-Time Scaling for World Action Models via Zero-Shot Geometric Evaluation

Test-time scaling improves foundation-model inference by spending additional computation, but robot control requires deciding whether extra compute is useful before executing an action. World Action Models (WAMs) make this decision natural: each rollout exposes both an action chunk and predicted future observations. We...

Zesen Zhao, Minkyoung Cho, Hui Shen et al. · 6 citations · ⚡2

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