aperezlebel/decision_suboptimal_classifiers

Code of the paper "Decision from Suboptimal Classifiers: Excess Risk Pre- and Post-Calibration" published at AISTATS 2025.

0

stars

1

commits

Python

primary language

Mar 10, 2025

updated

README

Structure

Each figure is generated from the following functions:

  • Figure 1: decision/test_figures/rcl2.
  • Figure 2: decision/test_figures/ub2.
  • Figure 3a: decision/xp/test_xp/test_fig_gain_recal_vs_cal_metrics2.
  • Figure 3b: decision/xp/test_xp/test_fig_correlation2/.
  • Figure 4a: decision/xp/test_xp/test_fig_gain_post_training_vs_metrics_excess2.
  • Figure 4b: decision/xp/test_xp/test_fig_correlation_post_excess2.
  • Figure 5: decision/xp/test_xp/test_fig_gain_times.
  • Figure 6a: decision/xp/test_xp/test_fig_gain_post_training_vs_metrics2.
  • Figure 6b: decision/xp/test_xp/test_fig_correlation_post2.

The CSVs necessary to plot the experiment figures are generated with:

  • decision/xp/test_xp/test_utility_table.
  • decision/xp/test_xp/test_regret_table.

Contributors

alex-fdmt

1 commits

aperezlebel/decision_suboptimal_classifiers

Code of the paper "Decision from Suboptimal Classifiers: Excess Risk Pre- and Post-Calibration" published at AISTATS 2025.

0

stars

1

commits

Python

primary language

Mar 10, 2025

updated

README

Structure

Each figure is generated from the following functions:

  • Figure 1: decision/test_figures/rcl2.
  • Figure 2: decision/test_figures/ub2.
  • Figure 3a: decision/xp/test_xp/test_fig_gain_recal_vs_cal_metrics2.
  • Figure 3b: decision/xp/test_xp/test_fig_correlation2/.
  • Figure 4a: decision/xp/test_xp/test_fig_gain_post_training_vs_metrics_excess2.
  • Figure 4b: decision/xp/test_xp/test_fig_correlation_post_excess2.
  • Figure 5: decision/xp/test_xp/test_fig_gain_times.
  • Figure 6a: decision/xp/test_xp/test_fig_gain_post_training_vs_metrics2.
  • Figure 6b: decision/xp/test_xp/test_fig_correlation_post2.

The CSVs necessary to plot the experiment figures are generated with:

  • decision/xp/test_xp/test_utility_table.
  • decision/xp/test_xp/test_regret_table.

Contributors

alex-fdmt

1 commits

Languages

Python

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