Grounding Creativity in Physics: A Brief Survey of Physical Priors in AIGC

S Meng, Y Luo, P Liu - arxiv preprint arxiv:2502.07007, 2025 - arxiv.org
Recent advancements in AI-generated content have significantly improved the realism of 3D
and 4D generation. However, most existing methods prioritize appearance consistency …

Atlas3d: Physically constrained self-supporting text-to-3d for simulation and fabrication

Y Chen, T **e, Z Zong, X Li, F Gao, Y Yang… - arxiv preprint arxiv …, 2024 - arxiv.org
Existing diffusion-based text-to-3D generation methods primarily focus on producing visually
realistic shapes and appearances, often neglecting the physical constraints necessary for …