Herbert Wertheim College of Engineering

Wormald Lab

Led by Stephen Wormald · Computer Science(unverified)

Auto-generated from UF undergraduate research symposium abstractsMentored undergrads in Spring 2025

What we study

Recent student projects in this lab have studied explainable AI, finding groups of neurons in deep learning models and drawing cause-and-effect graphs, with SHAP explanations, to show why a model makes its decisions.

What working here is like

  • Computational
  • No organisms (data only)
  • Coding required
Projects
2

Current projects

Project Causal Clusters: Representing Explainable Features Learned by Deep Neural Networks as Causal Graphs

The lab studies how groups of neurons in deep learning models relate to each other by turning those groups into causal diagrams and using SHAP to explain them. The student will help find clusters at each layer and test whether the explanations improve detection of false positives and negatives.

From the Spring 2025 UF Undergraduate Research Symposium · abstract book, p. 411

Causal Clusters: Representing Explainable Features Learned by Deep Neural Networks as Causal Graphs

The project looks at how patterns form inside AI models and draws simple cause‑and‑effect diagrams to show why the model makes certain decisions. The student will identify clusters, run explanation tools, and build the causal graphs.

From the Spring 2025 UF Undergraduate Research Symposium · abstract book, p. 57

Summaries are written by AI in plain language from public symposium abstracts and may be imperfect.

How to reach out

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Open positions

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Wormald Lab · Stephen Wormald | JoinLattice