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Xin-Yu Zhou

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Preprint Oct 2026

DexGraspFlow: Topology-Aware SE(3) Flow Matching for Cross-Embodiment Dexterous Grasp Generation

Differences in hand geometry, joint parameterization, and kinematic topology pose challenges for cross-embodiment dexterous grasp generation. However, spatial relations among links alone are insufficient to fully capture the hand's kinematic topology. We propose DexGraspFlow, a conditional link-level $\mathrm{SE}(3)$ f...

Bin-Jia Zhou, Bo-Yu Ma, Xin-Yu Zhou et al. · 0 citations
Preprint Oct 2026

SimpleVLN: Towards Simple and Frontier Vision-Language Navigation

Vision-and-Language Navigation (VLN) requires embodied agents to ground language in visual observations and make long-horizon decisions. Existing methods often address these demands through task-specific architectures. As multimodal large language models (MLLMs) become increasingly capable, an important question remain...

Ling-Yi Hong, Wei-Ren Cai, Jia-Yu Chen et al. · 0 citations
Preprint Sep 2026

Fast Plans, Faithful Actions: Closing the Planning-Execution Gap in Hierarchical Vision-Language-Action Models

Hierarchical vision-language-action (VLA) systems consist of a high-level vision-language planner and a low-level action expert that generates continuous actions. This hierarchical design has practical value only if the planner can generate plans fast enough to meet real-time control requirements, and the resulting pla...

Chuan-Liang Xie, Bo-Yu Ma, Gen Li et al. · 0 citations
Preprint Aug 2026

Unified Condition-Action Modeling for Accurate One-Step Action Generation

This work proposes UCA-Flow, a unified condition-action modeling framework for accurate one-step action generation that unifies observation conditions, timestep conditions, interval conditions, and action tokens into a single sequence, and processes them with a Unified Condition-Action Transformer for joint condition-a...

Xin-Yu Zhou, Zikun Cai, Kuangji Zuo et al. · 0 citations

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