Exact Discrete Stochastic Simulation With Deep‐Learning‐Scale Gradient Optimization
A 203,796‐parameter gene regulatory network classifies handwritten digits with 98.4% accuracy using exact stochastic dynamics. The framework decouples forward simulation from backward differentiation, making continuous‐time Markov chain models compatible with deep‐learning optimization.
Jose M. G. Vilar, Leonor Saiz
wiley +1 more source
Correction to "Molecular Epidemiology, Lineage Evolutionary Dynamics, and Antigenic Variation Analysis of Type II PRRSV in China During 2024-2025". [PDF]
europepmc +1 more source
Editorial: Re-visiting risk factors for cardiometabolic diseases: towards a new epidemiological frontier. [PDF]
Sethi Y +4 more
europepmc +1 more source
COVID-19 Vaccine Effectiveness Among Older Adults.
Laniece Delaunay C +28 more
europepmc +1 more source
An Introduction to Competing Risks in Epidemiology [Letter]. [PDF]
Muñoz A, Ng DK.
europepmc +1 more source
Why we need medical entomologists more than ever. [PDF]
Meredith S.
europepmc +1 more source
Response to Comment on Wagner et al. Beyond Glucose-Rethinking Prediabetes for Precision Prevention. [PDF]
Wagner R, Selvin E, Heni M.
europepmc +1 more source
A Machine Learning Approach to Prognostication in Oral Cancer: Analysis of the Surveillance, Epidemiology, and End Results Database. [PDF]
Okeagu P +3 more
europepmc +1 more source

