2 papers
cs.LG2026
Beyond the Class Subspace: Teacher-Guided Training for Reliable Out-of-Distribution Detection in Single-Domain Models
Hong Yang, Devroop Kar, Qi Yu +2
Out-of-distribution (OOD) detection methods perform well on multi-domain benchmarks, yet many practical systems are trained on single-domain data. We show that this regime induces…
q-bio.MN2024
A generalizable framework for unlocking missing reactions in genome-scale metabolic networks using deep learning
Xiaoyi Liu, Hongpeng Yang, Chengwei Ai +5
Incomplete knowledge of metabolic processes hinders the accuracy of GEnome-scale Metabolic models (GEMs), which in turn impedes advancements in systems biology and metabolic engine…