Author

Bokui Chen

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Preprint Sep 2026

EWAM: Emergent Depth-Wise Specialization in a Unified Embodied Model -- From Semantic Understanding through Visual Foresight to Action

Vision-language-action (VLA) policies emphasize semantic understanding, whereas world-action models (WAMs) learn predictive representations of environment dynamics. Systems that expose a policy to both sources often still concentrate action computation on a single expert. We present EWAM, an action-centric unified embo...

Hao Wang, Jia-Jun Wen, Jing-Zhi Liu et al. · 0 citations

Preprint Aug 2026

Retrieve in Time, Correct in Frequency

Retrieve in Time, Correct in Frequency (RTCF), a training-free test-time correction framework that improves frozen VLA performance with low model-side overhead and requires no parameter updates, repeated VLA inference, or additional GPU resources.

Yuze Fan, Yue Cao, Peng-Jie Gao et al. · 0 citations

Preprint Aug 2026

HERA: Historical Evidence Routing Adapter for Physical Prediction in Latent World Models

Predictive video models have emerged as promising world models by learning latent visual dynamics from large-scale video. Yet these models remain challenged by physical events under occlusion, where later predictions may depend on object evidence that is no longer available in the current view. Addressing this challeng...

Yuanruyi, Yue Cao, Haojia Gao et al. · 0 citations