Harbin Institute of Technology (Shenzhen)

EEG foundation model for brain-computer interfaces, pairing masked pretraining with a mixture-of-experts transformer across electrode montages.

Protein function prediction that assigns Gene Ontology terms from predicted 3D structure, ESM-2 embeddings, and cross-species network propagation.

Ultrasound foundation model pretrained by federated learning across 16 institutions, transferring to disease diagnosis and lesion segmentation.

Self-supervised foundation model for functional brain network analysis from resting-state fMRI, pretrained across 30 datasets for disorder diagnosis.

Controllable protein design by prefix-tuning a protein language model with learned virtual tokens that combine for multi-property generation.