Shandong University

Uncertainty-aware diffusion model that enhances cryo-EM density maps while estimating voxel-wise confidence via Monte Carlo sampling.

Evolution-guided diffusion model that generates temporal protein folding pathways, from unfolded chain to native state, rather than static structures.

A deep learning framework that predicts locus-specific DNA methylation across 39 human tissues from genomic sequence, with a scRNA-seq-augmented variant for unseen cell types.

Grounded multimodal large language model for endoscopic surgery, supporting visual dialogue, region-based question answering, and bounding-box grounding across surgical scene understanding tasks.

Multi-scale deep biological language model for interpretable prediction of three DNA methylation types (4mC, 5hmC, 6mA) across multiple species using adaptive multi-scale k-mer BERT encoders.