All Competitors
Every biological foundation model, evaluated and ranked by the bio.rodeo team
Showing 1–4 of 4 filtered models
Lingshu-Cell
———Virtual cell model using masked discrete diffusion over the whole transcriptome to simulate scRNA-seq perturbation responses across tissues.
Single-cell21OpennessSCALE
———Virtual cell foundation model predicting single-cell responses to genetic, chemical, and cytokine perturbations with conditional flow matching.
Single-cell19OpennessAetherCell
192—Generative virtual-cell model predicting whole-transcriptome responses to unseen compounds and genetic perturbations, from cell lines to organoids.
Single-cellSmall molecule29OpennessMAP
—71—Shanghai Jiao Tong UniversityFebruary 25, 2026contrastive_learningdrug_response_predictiongraph_neural_network+6Knowledge-graph-grounded model that predicts single-cell transcriptomic responses to small molecules, with zero-shot prediction for unprofiled drugs.
Single-cellSmall molecule12Openness