Probabilistic Numerical Differential Equation solvers via Bayesian fil
Benchmarks for scientific machine learning (SciML) software
Solution of nonlinear multiphysics partial differential equations
Julia interface to Sundials, including a nonlinear solver
Extension functionality which uses Stan.jl, DynamicHMC.jl