Continual Unlearning

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet-1K	FT	Retention Score76.69	60	15d ago
CIFAR-100	FT	Retention Accuracy (RA)91.38	58	15d ago
CIFAR-100 ResNet-20 (test)	MoE Router	Retention Accuracy60.46	24	1mo ago
Flowers102		FA92.81	16	1mo ago
VGGFace2 Phase 3		Accuracy (D_tr)96.67	8	1mo ago
VGGFace2 Phase 2		Accuracy ($D_{tr}$)96.81	8	1mo ago
VGGFace2 Phase 1		Accuracy (D_tr)96.66	8	1mo ago
MUFAC Phase 3 Forgotten data Dg 20PERSONS (forgotten)	Finetune	Accuracy99	8	1mo ago
MUFAC Dt 20PERSONS-3PHASES (test)	SCRUB	Accuracy69.33	8	1mo ago
MUFAC 20PERSONS Phase 3 (Forget data Df)	SCRUB	Accuracy100	8	1mo ago
MUFAC Dr Phase 3 20PERSONS-3PHASES (retain)		Accuracy99.98	8	1mo ago
MUFAC Phase 2 20PERSONS-3PHASES (forgotten data Dg)	Finetune	Accuracy98.62	8	1mo ago
MUFAC Phase 2 20PERSONS-3PHASES (test)	SCRUB	Accuracy69.3	8	1mo ago
MUFAC Phase 2 20PERSONS-3PHASES (forget)	Finetune	Accuracy99.73	8	1mo ago
MUFAC Phase 2 20PERSONS-3PHASES (Retain data Dr)		Accuracy99.98	8	1mo ago
MUFAC Phase 1 20PERSONS-3PHASES (test)	SCRUB	Accuracy69.48	8	1mo ago
MUFAC Phase 1 20PERSONS-3PHASES (Forget data Df)	Finetune	Accuracy98.71	8	1mo ago
MUFAC Phase 1 Dr 20PERSONS-3PHASES (retain)		Accuracy99.97	8	1mo ago

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