MUGA LAB Undergraduate Research – Reports Directory

This directory contains all automatically generated outputs from the MUGA LAB Undergraduate Research Experimental Pipeline, including calibration, distillation, and cross-architecture analyses.

These reports are exported automatically by the experiment scripts (e.g., 04_cross_architecture_eval.py, 05_calibration_summary.py) and are designed for direct inclusion in thesis documents (LaTeX tables, CSV summaries).


Directory Overview

Folder / File Description
tables/ Contains LaTeX-formatted tables for inclusion in the Results chapter (e.g., cross_architecture_eval_table.tex).
summary/ Contains aggregate summaries in both CSV and LaTeX formats (e.g., calibration_summary.csv, calibration_summary.tex).
README.md This documentation file.

Generated Artifacts

Source Script Output File Description
04_cross_architecture_eval.py tables/cross_architecture_eval_table.tex LaTeX table comparing accuracy and calibration metrics across Baseline, Calibrated, and Distilled models.
05_calibration_summary.py summary/calibration_summary.csv, summary/calibration_summary.tex Aggregated statistics (mean ± std) of all experiments across random seeds.
utils/seed_sensitivity_utils.py summary/seed_sensitivity_results.csv Multi-seed reproducibility and sensitivity analysis results.

Thesis Integration Guide

These files are designed for direct LaTeX import in undergraduate thesis documents.

Example:

\input{reports/tables/cross_architecture_eval_table.tex}