All Competitors
Every biological foundation model, evaluated and ranked by the bio.rodeo team
Showing 1–4 of 4 filtered models
FLASH
———A signed heterogeneous graph foundation model pretrained on the SIGMA-KG knowledge graph for zero-shot drug mode-of-action, clinical response, and drug-drug interaction prediction.
Small molecule10OpennessCellAwareGNN
———Vanderbilt University Medical CenterFebruary 23, 2026drug_discoveryfoundation_modelgraph_neural_network+4A knowledge-graph foundation model that injects cell-type-specific genetic associations into a biomedical knowledge graph to improve drug indication prediction and repurposing.
Single-cellSmall molecule11OpennessNetMedGPT
—1—A transformer foundation model trained on a biomedical knowledge graph for zero-shot drug-discovery inference across indications, targets, ADRs, contraindications, and off-label uses.
Language modelSmall molecule24OpennessOntoProtein
15213637Protein language model that integrates Gene Ontology knowledge graphs via contrastive learning, improving function prediction, protein-protein interaction, and TAPE benchmark tasks.
Protein63Openness