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jeremy-wayland/README.md

πŸ‘‹ Hi, I'm Jeremy Wayland

PhD candidate @ AIDOS Lab. Founder @ Krv.


πŸ”¬ What I Do

  • Clinical AI Validation: Stress-testing ML models for production readiness in healthcareβ€”finding failure modes, generating evidence for FDA compliance
  • Topological & Geometric Deep Learning: Using discrete Ricci curvature, persistent homology, and geometric methods to understand data structure and improve model robustness
  • Graph Neural Networks & Knowledge Graphs: Leveraging network structure to solve problems in healthcare, climate, and ML evaluation

πŸš€ Featured Projects

  • Pulsar: Blazing-fast implementation of Thema in Rust (Nature Energy 2025).
  • Topos: Code quality evaluations for agent-written programs.
  • Phil: "Phil" your data! Multiverse imputation library for tabular data.
  • Trailed: Topological regularization and integrity learning for EHR data.
  • Rings: Relevant Information in Node Features and Graph Structure (ICML 2025).
  • Scott: Synthesizing curvature operations and topological tools (NeurIPS 2023).

🌱 Beyond the Code

  • πŸ„ Surfer
  • 🎿 Skiing & Snowboarding
  • 🎻 Cello player
  • 🚴 Biking in Bavaria
  • 🌍 Travel explorer
  • πŸ‘ Advocate for open science & reproducible ML

πŸ“« Connect with Me


Pinned Loading

  1. Krv-Labs/pulsar Krv-Labs/pulsar Public

    Blazing-fast multiverse data exploration πŸ’¨ β€” based on our Nature Energy 2025 publication

    Python 3

  2. Krv-Labs/topos Krv-Labs/topos Public

    Structural code quality metrics for agent-written programs.

    Python 3

  3. Krv-Labs/phil Krv-Labs/phil Public

    Fill your data. A Multiverse Imputation Method powered by Topology 🍩

    Python 3

  4. Krv-Labs/trailed Krv-Labs/trailed Public

    Topological Regularization and Integrity Learning for EHR Data πŸ₯

    Python

  5. aidos-lab/rings aidos-lab/rings Public

    Relevant Information in Node features and Graph Structure (ICML 2025)

    Python 5 1

  6. aidos-lab/curvature-filtrations aidos-lab/curvature-filtrations Public

    SCOTT: Synthesizing Curvature Operations and Topological Tools

    Python 17 3