Author

Tianrui Feng

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Preprint Jul 2026

ROAD: Reciprocal-Objective Alignment of Discriminative Semantics for 3D Shape Generation

High-fidelity 3D generation predominantly relies on scaling model capacity and data, which incurs prohibitive computational costs. This paradigm typically requires learning geometry from scratch and overlooks the rich semantic and structural priors already encapsulated in discriminative 3D foundation models. We contend...

Xiao Luo, Mingyang Du, Xin Zhou et al. · 0 citations

Preprint Jul 2026

Infinite Worlds with Versatile Interactions

The integration of an agentic harness within the domain of world modeling is pioneered, wherein a pilot agent is tasked with planning and executing character behaviors, while a director agent is responsible for synthesizing novel environmental elements as the scene progresses.

Zelin Gao, Qiuyu Wang, Jiapeng Zhu et al. · 12 citations · ⚡4