Joseph Kump

Graduate Research Assistant

Austin, Texas Metropolitan Area United States
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Summary

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Joseph Kump is a graduate research assistant and PhD candidate at UT Austin’s Oden Institute specializing in applied mathematics, computational science, and machine learning with six years of experience building high-performance scientific software. He develops differentiable sea-ice models in Julia that leverage automatic differentiation for adjoint calculations and potential data assimilation, bridging numerical methods with modern ML tooling. Previously he parallelized MASW algorithms for CPUs and GPUs (MPI/CUDA), published in Computers & Geosciences, and devised a wavelet-domain cross-correlation technique that avoids time-domain reconstruction. Comfortable across HPC, Python, and Julia ecosystems, he has a track record of turning mathematical insight into scalable, open implementations. Colleagues describe him as methodical and inventive—adept at finding algorithmic shortcuts that reduce computation without sacrificing rigor.
code6 years of coding experience
job4 years of employment as a software developer
bookDoctor of Philosophy - PhD, Computational Science, Engineering, and Mathematics, Doctor of Philosophy - PhD, Computational Science, Engineering, and Mathematics at The University of Texas at Austin
bookMaster's degree, Mathematics, Master's degree, Mathematics at Virginia Tech
bookGeneral Education Degree (High School Graduate), College/University Preparatory and Advanced High School/Secondary Diploma Program, General Education Degree (High School Graduate), College/University Preparatory and Advanced High School/Secondary Diploma Program at Maggie L. Walker Governor's School for Government and International Studies
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Github Skills (35)

simulation10
fluid10
machine-learning10
gradient10
dynamics10
automatic-differentiation10
climate-change10
derivative10
gpu10
fluid-dynamics10
differentiable-programming10
ocean10
enzyme10
julia10
llvm9

Programming languages (4)

JuliaC++LLVMJupyter Notebook

Github contributions (5)

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jlk9/MPAS-Ocean.jl

Jun 2024 - Sep 2024

Performance portable and adjoint enabled port of MPAS Ocean in Julia
Contributions:2 reviews, 13 PRs, 96 pushes in 2 months
glwagner/Enzymanigans.jl

Nov 2023 - Nov 2024

Just Oceananigans with Enzyme, mostly
Contributions:1 PR, 35 pushes, 12 branches in 1 year
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Joseph Kump - Graduate Research Assistant