diff --git a/README.md b/README.md index 51f4cfc..fe38a71 100644 --- a/README.md +++ b/README.md @@ -9,6 +9,17 @@ +# Contents + +All results reported in the paper can be reproduced using the provided [notebooks](https://github.com/ServiceNow/regions-of-reliability/tree/main/notebooks). Some of these require our raw experimental data, which can be found attached to the [releases](https://github.com/ServiceNow/regions-of-reliability/releases). + +* [calibrate_experiments.ipynb](./notebooks/calibrate_experiments.ipynb): calibration of the difficulty of the test cases based on the power of the negative log likelihood. +* [optimize_solar.ipynb](./notebooks/optimize_solar.ipynb): real data experiments using the solar dataset. +* [plot_power_vs_epsilon_covariance.ipynb](./notebooks/plot_power_vs_epsilon_covariance.ipynb): produces Figure 9 of the paper. +* [plot_ror_results.ipynb](./notebooks/plot_ror_results.ipynb): plot a single region of reliability heatmap (e.g., Figure 2). +* [plot_ror_results_all.ipynb](./notebooks/plot_ror_results_all.ipynb): plot all region of reliability heatmaps, produce the aggregated results (Figure 8), and generate Table 3. + + # Citing this work Please use the following Bibtex entry: