syre-ai
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I build AI tools that come with the evidence for their claims: model monitoring, audits, and evaluation. My Ph.D. research at Missouri S&T is on Adaptive Resonance Theory, adversarial robustness, and continual learning.
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Papers: Robustness of Fuzzy ARTMAP to Adversarial Attacks and Progressive Adversarial Training for Streaming Learning, IJCNN 2026 (extended version on arXiv). Two more on ART-based quantization and generative modeling are in submission.
Hierarchical Fuzzy ART over 65K sparse-autoencoder features of Pythia-410M, on the GPU
Jupyter Notebook
Forked from kmarsteller/TriIQ_Website
Doing a website overhaul via minionic coding.
TypeScript
Course project: SeD super-resolution with a DINOv2 semantic extractor (based on the official SeD code)
Python
Drift, novelty, and recall monitoring for a satellite-imagery aircraft detector, with an analyst review loop
Python
Clustering OLMo-2-1B's 256 attention heads with Adaptive Resonance Theory, before and after post-training
Python
Independent acceptance audit of an open Sentinel-2 cloud mask: leak, discard, failure modes, stress tests
Python
