Code: Identical Entropy Profiles, Different Prediction Costs

Work in progress. Not all claims have been verified by a human.

Run these commands from the code directory:

python3 -m pip install -r requirements.txt
python3 scripts/validate_profile.py
python3 scripts/validate_decision_cost.py
python3 scripts/validate_estimation.py

predictive_complexity/__init__.py
predictive_complexity/estimation.py
predictive_complexity/io.py
predictive_complexity/learners.py
predictive_complexity/metrics.py
predictive_complexity/mlp_numpy.py
predictive_complexity/mlp_torch.py
predictive_complexity/plot_learning_thresholds.py
predictive_complexity/plot_paper.py
predictive_complexity/plot_sample_scaling.py
predictive_complexity/plotting.py
predictive_complexity/progress.py
predictive_complexity/run.py
predictive_complexity/run_dense_budget.py
predictive_complexity/run_mlp.py
predictive_complexity/run_paper.py
predictive_complexity/run_sample_scaling.py
predictive_complexity/scaling.py
predictive_complexity/sources.py
predictive_complexity/stationary.py
predictive_complexity/walsh.py
pyproject.toml
requirements.txt
scripts/validate_decision_cost.py
scripts/validate_estimation.py
scripts/validate_profile.py
tests/test_metrics.py
tests/test_paper.py