University of Texas at Arlington

Virtual staining model that generates four IHC markers, HER2, Ki67, ER, and PR, from H&E using a generator conditioned on a frozen UNI encoder.

Multimodal drug-target interaction model aligning SMILES, molecule text, taxonomy, and protein sequence with a Gramian volume contrastive objective.

Protein design model generating novel Cas9 and Cas12 genome-editing enzymes by Bayesian search over a classifier-separated sequence latent space.

Gene function prediction over the Gene Ontology graph, inferring new GO annotations for a gene or gene product from the ones it already carries.

Motif-oriented DNA pre-training framework that adds motif prediction to an ELECTRA generator-discriminator setup for motif-aware genomic embeddings.