Hainan University

700M-parameter DNA language model pretrained on the rice pangenome, serving as a reusable base model for crop genomics and molecular breeding.

Sequence-only peptide toxicity prediction, pairing a fine-tuned ESM-2 backbone with a bidirectional LSTM and focal loss for rare toxic peptides.

Geometric foundation model matching enzymes to the reactions they catalyze, trained on 1.5 million structure-informed enzyme-reaction pairs.

Text-guided MRI synthesis model that generates brain MR sequences and resolutions on demand from routine scans using imaging-metadata prompts.