Author

Yu-Ning Su

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Preprint Aug 2026

Multi-View Unified Camera Fields: Geometry-Shaped Action-Facing Representations for RGB-Only Multi-Camera VLA Policies

Multi-View Unified Camera Fields (MVUCF), a training-only framework that forms a shared action-facing latent field across views, and real-world humanoid experiments further provide evidence of its practical effectiveness under RGB-only deployment.

Jia-Rui Yang, Ye-Hao Lu, Yu-Ning Su et al. · 1 citation

Preprint Aug 2026

V-Link: Recovering Lost Visual Representations in Action DiT for Vision-Language-Action Models

V-Link is proposed, which explicitly recovers visual representations during the vision-language (VL) to action (A) feature transfer and injects them into Action DiT through asymmetric pathways.

Ye-Hao Lu, Jia-Rui Yang, Yu-Ning Su et al. · 0 citations

Preprint Aug 2026

TemporalFlow-VLA: Learning Physically Grounded Execution History for Long-Horizon Robot Manipulation

TemporalFlow-VLA provides a compact, physically grounded interface for exploiting ordered execution history without explicit motion estimation or geometric processing at deployment, and shows its clearest advantage over prior methods on longer-horizon, multi-stage manipulation.

Jia-Rui Yang, Ye-Hao Lu, Yu-Ning Su et al. · 2 citations

#small language model Preprint Aug 2026

OVIP-SG: Open-Vocabulary Instance-Preserving Scene Graphs for Mapping and Retrieval of Small, Fine-Grained Objects

OVIP-SG is presented, a unified framework for instance-preserving semantic mapping, functional scene partitioning, and language-guided small, fine-grained object retrieval that outperforms ConceptGraphs under a unified evaluation protocol on Replica.

Tianjing Hao, Hai-Yu Lan, Ang Li et al. · 0 citations