Experiments made concrete.

Fourier Shuffle for Semantic Vision

A frequency–spatial upsampling method for medical image segmentation that improves validation performance while reducing memory use.

BlackBox Labs — TraceForest

An explainable detector for AI-generated code, combining stylometric AST features, random forests, SHAP, and developer tooling.

Vision Transformer Attention Analysis

An experimental pipeline for extracting, visualising, and modifying internal attention distributions in pretrained vision transformers.

• Vision Transformers
• Mechanistic Analysis
• Deep Learning

FLAN-T5 for Biomedical Lay Summarisation

A comparison of full fine-tuning, LoRA, and evolution strategies for translating specialist biomedical reports into accessible summaries.

PHAML

A pipeline that augments conventional machine-learning models with topological descriptors extracted through persistent homology.

• Topological Data Analysis
• Persistent Homology
• Classification

Classifying Table-Tennis Swings

A supervised-learning study using racket kinematics to classify combined demographic labels across several model families.

• KNN
• Support Vector Machines
• Logistic Regression

Multivariate Analysis of Gallstones

A statistical analysis of biomedical variables associated with gallstone status, using covariance structure and multivariate inference.

• Multivariate Statistics
• Schur Complement
• Biomedical Data