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The coefficient of y simplifies as follows: (t+ 5) 3 −t 3 −15t 2 −75t−125 = (t3 + 15t2 + 75t+ 125)−t 3 −15t 2 −75t−125 = 0

Successful Case •ODE example: dy/dt = ((t+5)**3 t**3 - 15*t**2 - 75*t - 125)*y + sqrt(t+2), •Traces of Successful Reasoning : To assess stiffness, examine the ODE’s right-hand si

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SciML Agents: Write the Solver, Not the Solution

cs.LG · 2025-09-12 · unverdicted · novelty 7.0

LLMs prompted with domain knowledge can generate runnable, numerically valid code for stiff and non-stiff ODEs on new diagnostic and 1000-task benchmarks.

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  • SciML Agents: Write the Solver, Not the Solution cs.LG · 2025-09-12 · unverdicted · none · ref 52

    LLMs prompted with domain knowledge can generate runnable, numerically valid code for stiff and non-stiff ODEs on new diagnostic and 1000-task benchmarks.