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Achievements

Achievement: YOLOAchievement: Pull Sharkx2Achievement: Quickdraw

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@federatedsecure @AIBAT-LMU @InTraC-CRC1784

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christiangoelz/README.md

Hi, I'm Christian

Postdoctoral Researcher at LMU University Hospital Munich
Medical AI · Privacy-Preserving Computing · Neuroscience · Sports Science

I build machine learning systems that turn physiological signals and medical images into clinical intelligence.

Research Focus

  • Biosignal Analysis & Wearable AI: ECG foundation models, Seizure detection/prediction from multimodal wearables
  • Applied LLM Systems & Generative AI: Multi-step pipelines for structured extraction & quality appraisal, self-hosted LLM serving (vLLM, Ollama)
  • Medical Computer Vision: Angiography video analysis, Digitalization of the Cath-lab
  • Privacy-Preserving Federated Computing: Secure Multiparty Computation, cross-border clinical analytics

Selected Projects

Project Description
papermole Multi-step LLM pipeline for structured extraction & quality appraisal from scientific literature — powered a 196-study systematic review
xca-dl-review Structured extraction database (196 studies) & reproducible analysis — companion to a systematic review under review at npj Digital Medicine
secure-median Secure Median for Federated Secure Computing (Applied Sciences 2024)
pi-mpc-demo MPC implementation on Raspberry Pi hardware
claude-code-docker Secure Docker environment for Claude Code
ICTALS2025 Workshop materials: wearable-based seizure detection
pydmdeeg Dynamic Mode Decomposition for EEG analysis — used in 4 publications

Tech Stack

Python PyTorch vLLM Ollama Docker Linux

Links

Portfolio LinkedIn ResearchGate

Dr. rer. nat. · Neuroscience · Paderborn University (summa cum laude)

Pinned Loading

  1. AIBAT-LMU/papermole AIBAT-LMU/papermole Public

    LLM-assisted data extraction and quality appraisal for systematic reviews.

    Python

  2. AIBAT-LMU/xca-dl-review AIBAT-LMU/xca-dl-review Public

    Structured extraction database (196 studies) and reproducible analysis code that regenerates every table and figure. Companion to the systematic review "Toward clinical-grade deep learning in coron…

    Python

  3. AIBAT-LMU/secure-median AIBAT-LMU/secure-median Public

    Code to: A Secure Median Implementation for the Federated Secure Computing Architecture

    Python

  4. pi-mpc-demo pi-mpc-demo Public

    This project was developed to demonstrate Secure Multi-Party Computation on Raspberry Pis

    Python

  5. pydmdeeg pydmdeeg Public

    Dynamic Mode Decomposition for EEG signal analysis - Extract spatio-temporal coherent patterns from neural recordings

    Python 1