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Hi there 👋

this github features my work on various projects including

  • 🔭 neuralEntropyClosures, a project to fuse deep neural networks with high performance numerical solvers for particle transport. The work is summarized in the ICML2022 contribution, which can be found on arxiv

  • 🔭 DLRT, and Tucker-DLRT a novel approach for adaptive low-rank neural network training and model compression. The work is summarized in the NeurIPS2022 contribution, which can be found on arxiv.

  • 🔭 KiT-RT, an high performance radiation transport simulator and multi purpose numerical toolkit. You can also read the docs. The preprint can be found on arxiv.

  • 🔭 SU2, a multi-physics optimization and CFD suite. Check out the official website. My contribution is summarized in the AIAA Journal.

  • 🔭 Flowmachine, a deep-learning based prediction of continuum breakdown of rarefied gas flows with a hybrid flow-solver. The preprint can be found on arxiv.

  • 🌱 Householder Fellow @ Oak Ridge National Laboratory.

Steffen Schotthöfer's Projects

ai-hero-energy icon ai-hero-energy

Baseline model and job submission templates for the use-case "Energy" of the AI-HERO hackathon 2022 on energy efficient AI

dlrt icon dlrt

Dynamical low rank training for neural networks

neuralentropyclosures icon neuralentropyclosures

A lightweight package to explore and employ physics informed neural networks for entropy closures.

su2 icon su2

SU2: An Open-Source Suite for Multiphysics Simulation and Design

torchtransportnet icon torchtransportnet

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation with Relaxation Term

transportnet icon transportnet

Transport-based computational strategies for training neural networks

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