news
| May 11, 2026 | Submitted TransMap to NeurIPS 2026: representing single-cell RNA-seq as 2D feature images via Gromov–Wasserstein optimal transport. CNN encoders on TransMap beat parameter-matched MLPs on five multi-organ benchmarks; a shared multi-species grid aligns cells across organisms without ortholog conversion. |
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| Sep 01, 2025 | Dynode preprint coming soon: SE(3)-equivariant transformer neural-ODE for 3D organogenesis, with optimal-transport-based regularisation and in silico perturbation for congenital heart disease. |
| May 18, 2024 | Joined the Engreitz Lab and the MorPhiC Consortium at Stanford as a postdoctoral scholar — moving from atlas-scale data integration to generative ML for cellular biology. |