Author

Ryo Nishikimi

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#machine learning Preprint Aug 2026

TI$^2$PS: A Topology-Informed Inverse Design Framework for Stochastic Multicellular Pattern Formation

A novel framework to estimate parameters for reproducing target multicellular patterns using an agent-based model (ABM) and outperforms conventional methods such as PointNet++ is proposed.

Kenji Komiya, A. Jin, Ryo Nishikimi et al. · 0 citations