2 papers
q-bio.MN2025
KINDLE: Knowledge-Guided Distillation for Prior-Free Gene Regulatory Network Inference
Rui Peng, Yuchen Lu, Qichen Sun +4
Gene regulatory network (GRN) inference serves as a cornerstone for deciphering cellular decision-making processes. Early approaches rely exclusively on gene expression data, thus…
q-bio.QM2025
Molecule-dynamic-based Aging Clock and Aging Roadmap Forecast with Sundial
Wei Wu, Zizhen Deng, Chi Zhang +2
Addressing the unavoidable bias inherent in supervised aging clocks, we introduce Sundial, a novel framework that models molecular dynamics through a diffusion field, capturing bot…