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ResearchFormerly WizWand

Task Predictive Performance on CelebA (test)

70.02Accuracy/AUC (%)IntCEM
22.02434.484546.94559.4055Sep 29, 2023
Updated 8mo ago

Evaluation results

MethodLinks
IntCEMFraction of concepts intervened=100%, Intervention Policy=Random2023.0970.02
IntCEMFraction of concepts intervened=100%, Intervention Policy=Learnt Policy ψ2023.0970.02
IntCEMFraction of concepts intervened=75%, Intervention Policy=Learnt Policy ψ2023.0966.48
IntCEMFraction of concepts intervened=50%, Intervention Policy=Learnt Policy ψ2023.0962.01
IntCEMFraction of concepts intervened=75%, Intervention Policy=Random2023.0956.99
IntCEMFraction of concepts intervened=50%, Intervention Policy=Random2023.0952.01
IntCEMFraction of concepts intervened=25%, Intervention Policy=Learnt Policy ψ2023.0947.63
IntCEMFraction of concepts intervened=25%, Intervention Policy=Random2023.0942.25
IntCEMlambda_roll=52023.0932.07
IntCEMlambda_roll=12023.0932.05
IntCEMlambda_roll=0.12023.0931.04
CEM2023.0931.04
Seq. CBMTraining paradigm=Sequential2023.0924.53
Ind. CBMTraining paradigm=Independent2023.0924.25
Joint CBMBottleneck activation function=Sigmoid2023.0924.15
Joint CBMBottleneck activation function=Logit2023.0923.87