Multi-agent pipeline with simulator feedback produces physically usable 3D assets

Artisan separates design, coding, and validation across independent agents, lowering help collisions and improving stability across a new benchmark of more than 10 models.

Big Tech
Xudong Cai · Ruijie Zhu · Haoliang Shang · Ruining Li · Marc Pollefeys · Shangzhe Wu · +2 more

Nanyang Technological University · ETH Zurich · Microsoft · University of Cambridge · University of Oxford

Research Digest··3 min read
Artisan generates articulated 3D objects from text or reference images by delegating design, coding, and validation to independent agents, with feedback from a physics simulator.

The authors introduce Artisan, built on top of the earlier Articraft approach, which used a single LLM agent to write and check 3D construction programs.

Why this paper

From Microsoft and 4 others

In one line

A multi-agent pipeline using simulator feedback generates articulated 3D assets with competitive spatial fidelity and better collision avoidance and gravitational stability than evaluated alternatives.

What we could check

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  • ·No stated limitations found
  • ·No benchmark numbers found

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Research Digest

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