Our new X account is live! Follow @wizwand_team for updates

Feature Attribution Plausibility on MDACE (test)

41.7P

Attention

Updated 3d ago

Evaluation Results

Method
Attention 2024.06	41.7	42.9	42.2	37.3	13.5	60.5	72.3	46.1	32.3	45.3
Attention 2024.06	41.7	42.9	42.2	37.3	13.5	60.5	72.3	46.1	32.3	45.3
AttInGrad 2024.06	40.7	42.5	41.5	37.1	3	59.3	74.9	43.5	32	44.9
AttInGrad 2024.06	40.7	42.5	41.5	37.1	3	59.3	74.9	43.5	32	44.9
AttInGrad 2024.06	40.6	45.9	43	38.8	1.2	63.9	79	45.7	33.3	46.6
AttInGrad 2024.06	40.6	45.9	43	38.8	1.2	63.9	79	45.7	33.3	46.6
AttInGrad 2024.06	40.2	43.9	41.9	37.8	2.8	60.5	75.9	44	32.5	45.5
AttInGrad 2024.06	40.2	43.9	41.9	37.8	2.8	60.5	75.9	44	32.5	45.5
AttInGrad 2024.06	38.8	44	41.2	37.2	2.3	60.3	74.5	43.3	31.9	44.7
AttInGrad 2024.06	38.8	44	41.2	37.2	2.3	60.3	74.5	43.3	31.9	44.7
α∇α 2024.06	37.4	37.8	37.4	31.5	11.9	55	69.9	39.7	29.4	41.2
AttInGrad 2024.06	37.1	42.5	39.3	34.7	2.3	57.7	72.7	39.6	30.9	43.3
AttInGrad 2024.06	37.1	42.5	39.3	34.7	2.3	57.7	72.7	39.6	30.9	43.3
Attention 2024.06	36.5	37.8	37	31.7	21.7	53.3	63.3	40.1	29.1	40.8
Attention 2024.06	36.5	37.8	37	31.7	21.7	53.3	63.3	40.1	29.1	40.8
Attention 2024.06	35.9	37.7	36.6	31.4	21.1	53.2	63.4	39.3	28.8	40.3
Attention 2024.06	35.9	37.7	36.6	31.4	21.1	53.2	63.4	39.3	28.8	40.3
Attention 2024.06	35.5	40.4	37.7	32.4	19.4	55.5	64.5	40	29.2	40.9
Attention 2024.06	35.5	40.4	37.7	32.4	19.4	55.5	64.5	40	29.2	40.9
α∇α 2024.06	35.1	38.2	36.3	30.8	15	54.2	65.7	38.3	28.9	40.5
α∇α 2024.06	34.6	36.5	35.2	29.1	16.1	52.2	65	36.3	27.8	39
α∇α 2024.06	34.4	36.2	34.8	29	16	51.8	64.7	36.2	27.4	38.4
Integrated Gradients (IntGrad) 2024.06	33.1	34	33.4	27.5	5.4	51	65.5	35.3	27.6	38.7
IG 2024.06	33.1	34	33.4	27.5	5.4	51	65.5	35.3	27.6	38.7
Attention 2024.06	33	38.4	35.4	30	19.1	51.5	61.1	35.9	27.7	38.9
Attention 2024.06	33	38.4	35.4	30	19.1	51.5	61.1	35.9	27.7	38.9
α∇α 2024.06	32.7	37.9	34.9	29.1	14.3	52.8	64.7	35.7	28.4	39.8
Integrated Gradients (IntGrad) 2024.06	32.6	33.8	33.1	26.6	5.2	49.7	64.7	34.9	27.6	38.7
IG 2024.06	32.6	33.8	33.1	26.6	5.2	49.7	64.7	34.9	27.6	38.7
InputXGrad 2024.06	32.4	33.8	33	27	9.7	48.5	64.6	32.8	27.4	38.4
InputXGrad 2024.06	32.4	34.1	33.1	26.2	8.6	48.5	64.8	32.6	27.4	38.3
InputXGrad 2024.06	32.4	33.8	33	27	9.7	48.5	64.6	32.8	27.4	38.4
InputXGrad 2024.06	32.4	34.1	33.1	26.2	8.6	48.5	64.8	32.6	27.4	38.3
Integrated Gradients (IntGrad) 2024.06	31.3	32.8	31.9	26	5.2	49.4	64.4	33.9	26.5	37.1
IG 2024.06	31.3	32.8	31.9	26	5.2	49.4	64.4	33.9	26.5	37.1
Deeplift 2024.06	31.2	31.4	31.2	24.1	9.1	45.1	61.7	30.9	25.8	36.1
Deeplift 2024.06	31.2	31.4	31.2	24.1	9.1	45.1	61.7	30.9	25.8	36.1
InputXGrad 2024.06	31	32.7	31.6	24.8	9.5	46.4	62.3	31.7	26.3	36.9
Deeplift 2024.06	31	33.7	32.2	25.9	8.6	48.3	64.8	31.6	26.7	37.4
InputXGrad 2024.06	31	32.7	31.6	24.8	9.5	46.4	62.3	31.7	26.3	36.9
Deeplift 2024.06	31	33.7	32.2	25.9	8.6	48.3	64.8	31.6	26.7	37.4
Integrated Gradients (IntGrad) 2024.06	30.9	33.9	32.2	26.2	4.8	50.8	65.9	34.2	27.4	38.4
IG 2024.06	30.9	33.9	32.2	26.2	4.8	50.8	65.9	34.2	27.4	38.4
InputXGrad 2024.06	30.7	33.7	32	24.9	7.3	48.5	64	32.2	26.6	37.3
InputXGrad 2024.06	30.7	33.7	32	24.9	7.3	48.5	64	32.2	26.6	37.3
Deeplift 2024.06	30.2	34.8	32.2	25.1	6.8	49.1	65.7	31.4	26.6	37.3
Deeplift 2024.06	30.2	34.8	32.2	25.1	6.8	49.1	65.7	31.4	26.6	37.3
InputXGrad 2024.06	30.1	32.9	31.4	24.8	9.3	46.6	62.6	31.4	26.1	36.6
InputXGrad 2024.06	30.1	32.9	31.4	24.8	9.3	46.6	62.6	31.4	26.1	36.6
Integrated Gradients (IntGrad) 2024.06	30	33.5	31.4	25.4	5.1	49.7	64.5	33.6	26.4	36.9
IG 2024.06	30	33.5	31.4	25.4	5.1	49.7	64.5	33.6	26.4	36.9
Deeplift 2024.06	29.4	32.8	30.9	23.9	8.1	46.7	63.3	30.7	25.5	35.8
Deeplift 2024.06	29.4	32.8	30.9	23.9	8.1	46.7	63.3	30.7	25.5	35.8
Deeplift 2024.06	29.2	34.2	31.3	24.1	6.4	48.9	65.2	31.1	26.2	36.7
Deeplift 2024.06	29.2	34.2	31.3	24.1	6.4	48.9	65.2	31.1	26.2	36.7
Rollout 2024.06	1.7	24.1	3.1	0.3	0	25.1	31.4	0.3	0.5	0.7
Rollout 2024.06	1.7	24.3	3.1	0.3	0	25.4	31.6	0.3	0.5	0.7
Rollout 2024.06	1.7	25.3	3.2	0.3	0	26.3	32.4	0.3	0.5	0.7
Rollout 2024.06	1.7	24.8	3.2	0.3	0	26	32.6	0.3	0.5	0.6
Rollout 2024.06	1.6	23.4	2.9	0.3	0	25	32.2	0.4	0.5	0.7
Rand 2024.06	0.4	1	0.4	0	64.7	1.1	2.3	0.1	0.1	0.2
Rand 2024.06	0.4	0.7	0.4	0	80.3	1	1.9	0.1	0.1	0.2
Rand 2024.06	0.4	1	0.4	0.4	65.3	1.2	2.4	0.1	0.1	0.1
Rand 2024.06	0.4	0.8	0.4	0	76.1	1.1	2	0.1	0.1	0.2
Rand 2024.06	0.3	1.3	0.4	0	49.2	1.6	3.2	0.1	0.1	0.1