Feature Attribution Plausibility on MDACE (test)

41.7PAttention

Evaluation Results

Method
Attention2024.06	41.7	42.9	42.2	37.3	13.5	60.5	72.3	46.1	32.3	45.3
Attention2024.06	41.7	42.9	42.2	37.3	13.5	60.5	72.3	46.1	32.3	45.3
AttInGrad2024.06	40.7	42.5	41.5	37.1	3	59.3	74.9	43.5	32	44.9
AttInGrad2024.06	40.7	42.5	41.5	37.1	3	59.3	74.9	43.5	32	44.9
AttInGrad2024.06	40.6	45.9	43	38.8	1.2	63.9	79	45.7	33.3	46.6
AttInGrad2024.06	40.6	45.9	43	38.8	1.2	63.9	79	45.7	33.3	46.6
AttInGrad2024.06	40.2	43.9	41.9	37.8	2.8	60.5	75.9	44	32.5	45.5
AttInGrad2024.06	40.2	43.9	41.9	37.8	2.8	60.5	75.9	44	32.5	45.5
AttInGrad2024.06	38.8	44	41.2	37.2	2.3	60.3	74.5	43.3	31.9	44.7
AttInGrad2024.06	38.8	44	41.2	37.2	2.3	60.3	74.5	43.3	31.9	44.7
α∇α2024.06	37.4	37.8	37.4	31.5	11.9	55	69.9	39.7	29.4	41.2
AttInGrad2024.06	37.1	42.5	39.3	34.7	2.3	57.7	72.7	39.6	30.9	43.3
AttInGrad2024.06	37.1	42.5	39.3	34.7	2.3	57.7	72.7	39.6	30.9	43.3
Attention2024.06	36.5	37.8	37	31.7	21.7	53.3	63.3	40.1	29.1	40.8
Attention2024.06	36.5	37.8	37	31.7	21.7	53.3	63.3	40.1	29.1	40.8
Attention2024.06	35.9	37.7	36.6	31.4	21.1	53.2	63.4	39.3	28.8	40.3
Attention2024.06	35.9	37.7	36.6	31.4	21.1	53.2	63.4	39.3	28.8	40.3
Attention2024.06	35.5	40.4	37.7	32.4	19.4	55.5	64.5	40	29.2	40.9
Attention2024.06	35.5	40.4	37.7	32.4	19.4	55.5	64.5	40	29.2	40.9
α∇α2024.06	35.1	38.2	36.3	30.8	15	54.2	65.7	38.3	28.9	40.5
α∇α2024.06	34.6	36.5	35.2	29.1	16.1	52.2	65	36.3	27.8	39
α∇α2024.06	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
IG2024.06	33.1	34	33.4	27.5	5.4	51	65.5	35.3	27.6	38.7
Attention2024.06	33	38.4	35.4	30	19.1	51.5	61.1	35.9	27.7	38.9
Attention2024.06	33	38.4	35.4	30	19.1	51.5	61.1	35.9	27.7	38.9
α∇α2024.06	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
IG2024.06	32.6	33.8	33.1	26.6	5.2	49.7	64.7	34.9	27.6	38.7
InputXGrad2024.06	32.4	33.8	33	27	9.7	48.5	64.6	32.8	27.4	38.4
InputXGrad2024.06	32.4	34.1	33.1	26.2	8.6	48.5	64.8	32.6	27.4	38.3
InputXGrad2024.06	32.4	33.8	33	27	9.7	48.5	64.6	32.8	27.4	38.4
InputXGrad2024.06	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
IG2024.06	31.3	32.8	31.9	26	5.2	49.4	64.4	33.9	26.5	37.1
Deeplift2024.06	31.2	31.4	31.2	24.1	9.1	45.1	61.7	30.9	25.8	36.1
Deeplift2024.06	31.2	31.4	31.2	24.1	9.1	45.1	61.7	30.9	25.8	36.1
InputXGrad2024.06	31	32.7	31.6	24.8	9.5	46.4	62.3	31.7	26.3	36.9
Deeplift2024.06	31	33.7	32.2	25.9	8.6	48.3	64.8	31.6	26.7	37.4
InputXGrad2024.06	31	32.7	31.6	24.8	9.5	46.4	62.3	31.7	26.3	36.9
Deeplift2024.06	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
IG2024.06	30.9	33.9	32.2	26.2	4.8	50.8	65.9	34.2	27.4	38.4
InputXGrad2024.06	30.7	33.7	32	24.9	7.3	48.5	64	32.2	26.6	37.3
InputXGrad2024.06	30.7	33.7	32	24.9	7.3	48.5	64	32.2	26.6	37.3
Deeplift2024.06	30.2	34.8	32.2	25.1	6.8	49.1	65.7	31.4	26.6	37.3
Deeplift2024.06	30.2	34.8	32.2	25.1	6.8	49.1	65.7	31.4	26.6	37.3
InputXGrad2024.06	30.1	32.9	31.4	24.8	9.3	46.6	62.6	31.4	26.1	36.6
InputXGrad2024.06	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
IG2024.06	30	33.5	31.4	25.4	5.1	49.7	64.5	33.6	26.4	36.9
Deeplift2024.06	29.4	32.8	30.9	23.9	8.1	46.7	63.3	30.7	25.5	35.8
Deeplift2024.06	29.4	32.8	30.9	23.9	8.1	46.7	63.3	30.7	25.5	35.8
Deeplift2024.06	29.2	34.2	31.3	24.1	6.4	48.9	65.2	31.1	26.2	36.7
Deeplift2024.06	29.2	34.2	31.3	24.1	6.4	48.9	65.2	31.1	26.2	36.7
Rollout2024.06	1.7	24.1	3.1	0.3	0	25.1	31.4	0.3	0.5	0.7
Rollout2024.06	1.7	24.3	3.1	0.3	0	25.4	31.6	0.3	0.5	0.7
Rollout2024.06	1.7	25.3	3.2	0.3	0	26.3	32.4	0.3	0.5	0.7
Rollout2024.06	1.7	24.8	3.2	0.3	0	26	32.6	0.3	0.5	0.6
Rollout2024.06	1.6	23.4	2.9	0.3	0	25	32.2	0.4	0.5	0.7
Rand2024.06	0.4	1	0.4	0	64.7	1.1	2.3	0.1	0.1	0.2
Rand2024.06	0.4	0.7	0.4	0	80.3	1	1.9	0.1	0.1	0.2
Rand2024.06	0.4	1	0.4	0.4	65.3	1.2	2.4	0.1	0.1	0.1
Rand2024.06	0.4	0.8	0.4	0	76.1	1.1	2	0.1	0.1	0.2
Rand2024.06	0.3	1.3	0.4	0	49.2	1.6	3.2	0.1	0.1	0.1