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chaewon-research/README.md

Chaewon Yoon

Data Science student at the University of Wisconsin–Madison.

Research focus: Reliable Scientific Machine Learning · Neural Operators · Numerical & Physical Fidelity · Uncertainty Quantification · Evidence-Grounded AI

📄 Curriculum Vitae (PDF) · GitHub · LinkedIn · Email

Selected Research & Preprints

QDC — Fractional Neural Operators

Precision-sensitive failure diagnosis and physics-based defect correction for quantized neural operators.
Repository · Preprint · Zenodo Software DOI

EvidenceLens

Declarative evidence-state interfaces for safer bounded human-AI visual inspection.
ACM UIST Adjunct 2026 Poster Publication
Repository · Paper · Official ACM DOI

EvAudit

Latent proxy-evidence auditing and conformal risk control for generative data mining.
Repository · Preprint · Zenodo Release

C-TEA

Risk-aware active evidence acquisition under workflow, budget, safety, and review-capacity constraints.
Repository · Preprint · Zenodo Release

Transition-Preserving State Tracking

Controlled generation and transition-preserving state tracking for multi-turn structured interfaces.
Repository · Preprint

CurbMap 360

AI-assisted accessibility mapping prototype for sidewalk quality control and anomaly screening (Culver 1st Place).
Repository & Technical Docs

Conference Presentations & Posters

  • WiSys SPARK Symposium 2026:Placement-Aware Quantization for Fractional-PDE Neural Surrogates (Poster)
    Zenodo DOI: 10.5281/zenodo.22044287
  • Pi Mu Epsilon (PME) Regional Undergraduate Mathematics Conference 2025:Numerical Stability and Convergence of Physics-Constrained Neural Networks in Vibration Modeling (Presentation)
    Zenodo DOI: 10.5281/zenodo.22044564

Applied Systems & Engineering Prototypes

  • MagTrace-MX: TinyML-enabled inductive-sensing quality fixture for component identity, placement, orientation, and workflow verification.
  • DuctSense AFD: Clamp-on structure-borne vibration system for non-invasive duct restriction diagnostics.
  • Assistive Hand-Gesture AI: Wearable gesture-recognition interface design and validation report.
  • SwallowSafe AI: Closed-loop assistive fluid pacing concept for dysphagia-risk workflows.

Contact

Pinned Loading

  1. qdc-fractional-neural-operatorsqdc-fractional-neural-operatorsPublic

    Implementation for Conditional Precision Bottlenecks and Quantized Defect Correction in Fractional Neural Operators.

    Python

  2. evidencelensevidencelensPublic

    Evidence-state interfaces for safer human-AI visual inspection. ACM UIST Adjunct 2026 poster publication.

  3. evauditevauditPublic

    Latent proxy-evidence auditing for generative data mining and trustworthy multimodal streams.

    Python

  4. c-teac-teaPublic

    Risk-aware active evidence acquisition with workflow, resource, safety, and review-capacity constraints.

    Python

  5. transition-preserving-state-trackingtransition-preserving-state-trackingPublic

    Controlled generation and transition-preserving state tracking for multi-turn structured interfaces.

  6. curbmap-360curbmap-360Public

    AI-assisted accessibility mapping prototype for sidewalk quality control, routing, and mobility-focused community data.