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Author

Jun Gao

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Preprint Aug 2026

MeshPriorDiT: Hierarchical Modeling for Action-Conditioned Cloth Dynamics

Action-conditioned cloth dynamics prediction requires both locally plausible deformation and long-range coordination. Existing approaches largely follow two paradigms. Mesh-based GNNs capture local physical responses through material connectivity. However, their finite message-passing range limits coordination between...

Zi-Hang Wang, Jian-Ming Hu, Shang Su et al. · 0 citations
Preprint Aug 2026

ReOrder-OPD:Reliability-Aware Prompt Ordering for On-Policy Distillation

On-policy distillation (OPD) applies token-level teacher supervision to student-generated trajectories, but this supervision is not always reliable. Existing methods use local confidence or teacher-student agreement to weight, filter, or truncate the sampled trajectory. These signals do not directly determine whether t...

Ximo Zhu, Rui-Qi Liu, Rong Wang et al. · 4 citations
Preprint Jul 2026

DC-WAM: Dynamic-Centric Visual Supervision and Reasoning for World-Action Models

This work proposes DC-WAM, a dynamic-centric WAM framework that redistributes supervision and computation in the RGB video branch that consistently improves policy performance, especially under out-of-distribution perturbations in lighting, object appearance, and background texture.

Haoyuan Ji, Lingxiang Fan, Shang Su et al. · 0 citations

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