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ResearchFormerly WizWand

Influential Training Sample Identification on Magic Cards

100Top-5 AccuracyDMin

Evaluation results

Method	Links
DMin2024.12		100	100	100	97
DMin2024.12		99.61	99.02	95.14	92.2
DMin2024.12		99.6	99.6	96.4	93.08
DMin2024.12		99.22	99.22	94.98	92.02
DMin2024.12		98.82	98.82	94.2	90.63
DMin2024.12		98.8	98.2	94.72	90.46
DMin2024.12		98.64	98.62	97.85	97.36
DMin2024.12		98.54	98.51	97.71	97.17
DMin2024.12		98.48	98.4	97.61	97.18
DMin2024.12		98.48	98.4	97.62	97.2
DMin2024.12		98.37	98.35	97.51	97.03
DMin2024.12		97.78	97.78	99.11	99.33
DMin2024.12		97.78	98.89	99.33	99.44
DMin2024.12		97.78	97.78	99.11	99.33
DMin2024.12		97.78	97.78	99.11	99.33
DMin2024.12		97.78	98.89	99.33	99.44
DMin2024.12		97.78	98.89	98.89	99.44
LiSSA2024.12		96.67	95	96	94.83
DataInf2024.12		96.67	95	96	94.83
DataInf2024.12		96.67	95	96	94.83
DMin2024.12		96.37	95.85	94.02	92.8
LiSSA2024.12		90.91	90.91	90.91	90.82
DataInf2024.12		88.33	89.17	89	88.83
DataInf2024.12		88.33	89.17	89	88.83
DMin2024.12		79.35	79.51	79.65	79.86
CLIP Similarity2024.12		44.44	40.05	35.65	38.3
CLIP Similarity2024.12		29.38	34.12	45.83	49.82
SSIM2024.12		28	35	44.8	42.9
Random Selection2024.12		20	20	8	13
Random Selection2024.12		20	20	8	13
Random Selection2024.12		20	20	8	13
CLIP Similarity2024.12		3.52	3.63	4.21	4.38
SSIM2024.12		0	0.67	1.8	3.47
SSIM2024.12		0	0	0.2	1.6