Image Classification (Sample Unlearning) on Fashion-MNIST

0Activation Distance (Dr)

NegGrad

Updated 22d ago

Evaluation Results

Method
NegGrad 2024.11	0	0.07	0.03	-
Finetune 2024.11	0	0.04	0.03	-
BadT 2024.11	0	0.78	0.03	-
SCRUB 2024.11	0	0.05	0.03	-
Residual Feature Alignment 2024.11	0	0.07	0.03	-
Finetune 2024.11	0	0.05	0.03	-
SCRUB 2024.11	0	0.06	0.03	-
Residual Feature Alignment 2024.11	0	0.09	0.03	-
NegGrad 2024.11	0.01	0.06	0.03	-
BadT 2024.11	0.01	0.05	0.03	-
NegGrad 2024.11	0.42	0.39	0.43	-
SCRUB 2024.11	0.66	0.82	0.65	-
BadT 2024.11	0.83	0.82	0.8	-
Finetune 2024.11	0.85	0.84	0.84	-
Residual Feature Alignment 2024.11	1.11	1.25	1.13	-
Retrain 2024.11	2.3	22.7	2.28	-
Original 2024.11	-	-	-	100
Retrain 2024.11	-	-	-	95
NegGrad 2024.11	-	-	-	100
Finetune 2024.11	-	-	-	100
BadT 2024.11	-	-	-	5
SCRUB 2024.11	-	-	-	100
Residual Feature Alignment Unlearning 2024.11	-	-	-	93
Original 2024.11	-	-	-	100
Retrain 2024.11	-	-	-	100
NegGrad 2024.11	-	-	-	100
Finetune 2024.11	-	-	-	100
BadT 2024.11	-	-	-	100
SCRUB 2024.11	-	-	-	100
Residual Feature Alignment Unlearning 2024.11	-	-	-	98