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Zhi-Nan Liu

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#artificial intelligence Preprint Sep 2026

Efficient World Action Model Inference with Adaptive Intermediate States

World Action Models (WAMs) enable future-aware control by jointly modeling actions and environment dynamics. However, iterative diffusion or flow inference incurs substantial denoising latency. Prior inference state offers a natural opportunity for acceleration, yet changing planning contexts, observations, and interme...

Zhi-Nan Liu, Hao-Zhi Han, Ru-Ge Zhang et al. · 0 citations

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