An agentic AI workflow converts XML problem specs and Python skeletons into JIT-compiled, differentiable ODE parameter estimation pipelines using PSO plus gradient refinement.
Gauss–seidel iteration for stiff odes from chemical kinetics.SIAM Journal on Scientific Computing, 15(5):1243–1250, 1994
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An Agentic AI Workflow to Simplify Parameter Estimation of Complex Differential Equation Systems
An agentic AI workflow converts XML problem specs and Python skeletons into JIT-compiled, differentiable ODE parameter estimation pipelines using PSO plus gradient refinement.