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GeoLDM

Arxiv:[2305.01140] Geometric Latent Diffusion Models for 3D Molecule Generation Author:Minkai Xu, Alexander Powers, Ron Dror, Stefano Ermon, Jure Leskovechttps://arxiv.org/search/cs?searchtype=author&query=Welling,+M)
conference: ICML 2023 subject:3D molecular generation method: evaluation:

Key innovation: for modeling the 3D molecular geometries, we capture its critical roto-translational equivariance constraints by building a point-structured latent space with both invariant scalars and equivariant tensors. 我们的关键创新在于,为了对 3D 分子几何进行建模,我们通过构建具有不变标量和等变张量的点结构潜在空间来捕获其关键的旋转平移等变约束。