XAI Attribution Faithfulness and Sufficiency on MIMIC-III decompensation benchmark leaderboard · SOTA2 Research

XAI Attribution Faithfulness and Sufficiency on MIMIC-III decompensation

2.26CPDLIME

Evaluation Results

Method	Links
LIME2025.11		2.26	1.72	13.78	7.7	32.46	14.26	33.45	15.3	0.02
FIT2025.11		3.4	2.7	7.11	6.14	35.52	17.55	12.07	10.19	0.06
TimeX++2025.11		11.12	7	13.14	7.76	34.21	13.72	32.34	13.08	0.03
Dynamask2025.11		11.72	7.56	13.15	8.25	53.07	26.22	49.8	24.26	0.04
ContraLSP2025.11		12.88	8.69	18	11.11	41.62	21.17	42.67	21.94	0.03
FO2025.11		13.14	9.92	17.79	12.92	44.02	22.32	16.92	6.24	0.26
AFO2025.11		13.24	9.3	17.16	11.95	36.13	16.64	24.13	9.32	0.28
IG2025.11		13.42	9.1	16.14	11.31	33.55	13.97	29.46	10.85	0.17
DeepLIFT2025.11		13.58	9.42	16.03	11.25	35.96	14.61	31.53	11.41	0.19
GradSHAP2025.11		13.73	9.05	16.68	11.19	32.97	13.96	30.13	11.95	0.14
TIMING2025.11		14.99	9.71	16.5	11.53	31.22	13.36	27.19	10.24	0.19
Extrmask2025.11		16.66	10.47	17.51	10.63	29.91	15.13	29.64	14.84	0.08
TimeX2025.11		16.99	11.45	19.45	12.45	50.34	24.11	51.06	24.5	0.03
WinIT2025.11		19.64	12.25	24.87	15.45	29.22	13.05	26.11	11.92	0.21
SWING2025.11		23.87	16.23	22.27	15.52	17.76	5.85	18.2	6.06	0.4