STRAND predicts single-cell transcriptional responses to perturbations by conditioning on regulatory DNA sequence, enabling zero-shot inference across ~95% of the genome with improved discrimination and transfer performance.
DiffeoMorph learns agent-based 3D shape morphogenesis via differentiable attention-based graph networks and a rotation-aligned 3D Zernike shape-matching loss.