3 papers
cs.CV2026
Knowledge-structured and evidence-aware semantic self-distillation for glomerular pathology foundation model
Qiming He, Jing Li, Zihan Wang +24
Visual foundation models learn rich pathological morphology but lack explicit concept-level supervision. Vision--language pretraining can provide this supervision but requires cost…
physics.bio-ph2026
Efficient Proton Relay Orchestrated by Covalent Bond Switching of Active Amino Acids in Protein Channels
Xiangyu Su, Yuwei Cao, Shuyang Zhao +1
Through systematic mutational simulations of the key site in a proton channel, we find that 13 of the 20 canonical amino acid residues are active for proton transfer through covale…
cs.CV2026
GloPath: An Entity-Centric Foundation Model for Glomerular Lesion Assessment and Clinicopathological Insights
Qiming He, Jing Li, Tian Guan +26
Glomerular pathology is central to the diagnosis and prognosis of renal diseases, yet the heterogeneity of glomerular morphology and fine-grained lesion patterns remain challenging…