bank.yml

---
seed: [42, 73, 666, 777, 1009, 1279, 1597, 1811, 1949, 2053, 2129, 2287, 2617, 2741, 2903, 3079, 3257, 3413, 3571, 3727]
experiment_name: bank_spd
dataset: bank
protected: age
metric: spd
acc_metric: balanced_accuracy
modelpath: bank_age
objective:
  sharpness: 500.
  epsilon: 0.05
models:
  - default
  - ROC
  - EqOdds
  - random
  - adversarial
  - mitigating
  - pruning
  - biasGrad
random:
  num_trials: 101
  stddev: 0.1
  margin: 0.01
adversarial:
  num_deep: 3
  lr: 0.001
  epochs: 16
  critic_steps: 201
  batch_size: 64
  actor_steps: 101
  sharpness: 300.
  margin: 0.01
  lambda: 0.75
mitigating:
  epochs: 40
  lr: 0.0001
  critic_steps: 201
  batch_size: 64
  actor_steps: 201
  alpha: 0.8
  margin: 0.02
pruning:
  dynamic: true
  step_size: 1
  stop_early: true
  val_only: true
  obj_lb: 0.80
biasGrad:
  lr: 0.00001
  n_epochs: 200
  batch_size: 256
  val_only: true
  obj_lb: 0.70
  n_evals: 3