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Chris Rackauckas

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Open Source Component-Based Modeling with ModelingToolkitPyData Global 20242024-12-03
ModelingToolkit composes equation-based components, performs symbolic structural simplification and generates Julia code that plugs into fast…
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how compiler smarts can help improve the performance of numerical methodsPyData Global 20232023-12-06
A general solver called NonlinearSolve.jl integrates symbolic passes and compiler analyses to auto-generate Jacobians, adjoints, and sparsity so users need not…
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Accelerating Differential Equations In R and PythonPyData Global 20202020-11-11
Claims real speedups: the Julia-backed diffeqpy and R wrapper diffeqr give concrete benchmarks (50–100× vs SciPy, 350× vs deSolve, a 175× Pfizer case) and…
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Generalized Physics-Informed Learning through Language-Wide Differentiable ProgrammingAAAI-MLPS 20202020-03-23
Language-wide automatic differentiation for full Julia programs generates gradients of real scientific code so existing solvers become trainable: Zygote…
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