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Machine Unlearning on CIFAR-10 (test)

95.41Test Acc

SCRUB

Updated 4d ago

Evaluation Results

Method	Links
SCRUB 2025.04		95.41	-	-	-	-	4.69	-	-	-	-	-	-
BadT 2025.04		95.27	-	-	-	-	4.69	-	-	-	-	-	-
Retrain 2025.04		95.23	-	-	-	-	-	-	-	-	-	-	-
SalUn 2025.04		95.18	-	-	-	-	3.88	-	-	-	-	-	-
Finetune 2025.04		95.08	-	-	-	-	4.38	-	-	-	-	-	-
ESC 2025.04		95.07	-	-	-	-	1.45	-	-	-	-	-	-
RL 2025.04		93.66	-	-	-	-	12.33	-	-	-	-	-	-
ESC-T 2025.04		92.73	-	-	-	-	2.23	-	-	-	-	-	-
NG 2025.04		89.67	-	-	-	-	3.65	-	-	-	-	-	-
Retrain 2024.06		83.917	1	64.156	100	0.549	0	-	-	-	-	-	-
NegGrad+ shuffle 2024.06		83.7	0.632	99.6	99.929	0.029	0.52	-	-	-	-	-	-
Fine-tune RUM (high → med → low) 2024.06		83.587	0.942	68.222	99.515	0.478	0.071	-	-	-	-	-	-
Fine-tune RUMF 2024.06		83.23	0.937	69.133	99.664	0.45	0.099	-	-	-	-	-	-
nothing → Fine-tune → SalUn 2024.06		83.007	0.965	66.011	99.205	0.515	0.034	-	-	-	-	-	-
Fine-tune shuffle 2024.06		82.037	0.712	88.389	96.578	0.451	0.098	-	-	-	-	-	-
L1-sparse shuffle 2024.06		81.047	0.716	88.244	97.152	0.211	0.338	-	-	-	-	-	-
L1-sparse RUMF 2024.06		81.047	0.9	69.967	98.458	0.477	0.072	-	-	-	-	-	-
SalUn 2024.06		80.37	0.731	40.056	99.796	0.923	0.374	-	-	-	-	-	-
L1-sparse 2024.06		79.373	0.794	79.3	98.187	0.374	0.175	-	-	-	-	-	-
Fine-tune 2024.06		79.277	0.849	73.067	97.923	0.429	0.12	-	-	-	-	-	-
SalUn RUMF 2024.06		77.857	0.887	62.878	96.457	0.518	0.031	-	-	-	-	-	-
NegGrad+ 2024.06		77.337	0.802	76.867	98.415	0.319	0.23	-	-	-	-	-	-
SalUn shuffle 2024.06		77.27	0.727	81.889	94.693	0.315	0.234	-	-	-	-	-	-
NegGrad+ RUMF 2024.06		77.063	0.879	61.744	96.655	0.415	0.134	-	-	-	-	-	-
Original 2025.04		-	-	-	-	-	-	99.96	99.91	99.2	99.02	0.08	1.59
ESC 2025.04		-	-	-	-	-	-	1.92	99.56	2.3	98.36	98.81	98.03
ESC-T 2025.04		-	-	-	-	-	-	0.86	99.92	0.5	99.06	99.53	99.28