MUGA LAB Undergraduate Research Utilities

This directory contains supporting modules for reproducible experimentation, calibration, and sensitivity analysis within the MUGA LAB Undergraduate Research Framework.

These utilities are not experiment stages (unlike 01_–05_ scripts). They provide reusable infrastructure for evaluation, logging, and robustness assessment.

Directory Overview

File	Purpose
`seed_sensitivity_utils.py`	Provides multi-seed evaluation and variance analysis tools for reproducibility studies.
`__init__.py`	Marks this folder as a Python package for relative imports.

Integration in Experiments

Import these utilities inside experiment scripts (e.g., 03_distillation_experiment.py):

from mugalab.undergraduate_research.utils.seed_sensitivity_utils import (
    evaluate_across_seeds,
    evaluate_metrics_across_seeds,
    export_seed_results,
)