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ResearchFormerly WizWand

Time-series Classification on APAVA 2 classes

99.92AccuracySoftShape

Evaluation results

Method	Links
SoftShape2026.05		99.92	99.92	99.91	99.91	100	100
BioFormer2026.05		99.5	99.52	99.43	99.47	99.99	99.99
Nonformer2026.05		99.01	98.87	99.07	98.97	99.94	99.93
Informer2026.05		98.86	98.81	98.81	98.81	99.91	99.9
Reformer2026.05		98.64	98.69	98.48	98.58	99.91	99.91
Autoformer2026.05		98.53	98.43	98.5	98.46	99.73	99.71
Transformer2026.05		98.51	98.32	98.58	98.45	99.92	99.91
Medformer2026.05		98.26	98.34	98.02	98.18	99.81	99.78
MTST2026.05		97.62	97.51	97.53	97.52	99.68	99.58
Crossformer2026.05		97.6	97.51	97.49	97.5	99.7	99.7
PatchTST2026.05		97.55	97.61	97.28	97.44	99.67	99.63
iTransformer2026.05		93.2	92.76	93.18	92.93	98.11	97.94
FEDformer2026.05		92.85	93.18	91.88	92.42	98.28	98.25
BioFormer2026.05		82.31	87.87	78.5	79.77	88.52	88.16
SoftShape2026.05		81.22	85.65	77.55	78.71	82.24	83.93
Medformer2026.05		78.74	81.11	75.4	76.31	83.2	83.66
Reformer2026.05		78.7	82.5	75	75.93	73.94	76.04
Transformer2026.05		76.3	77.64	73.09	73.75	72.5	72.23
FEDformer2026.05		74.94	74.59	73.56	73.51	83.72	82.94
iTransformer2026.05		74.55	74.77	71.76	72.3	85.59	84.39
Crossformer2026.05		73.77	79.29	68.86	68.93	72.39	72.05
Informer2026.05		73.11	75.17	69.17	69.47	70.46	70.75
Nonformer2026.05		71.89	71.8	69.44	69.74	70.55	70.78
MTST2026.05		71.14	79.3	65.27	64.01	68.87	71.06
Autoformer2026.05		68.64	68.48	68.77	68.06	75.94	74.38
PatchTST2026.05		67.03	78.76	59.91	55.97	65.65	67.99