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ResearchFormerly WizWand

Time-series Classification on PTB 2 classes

99.9AccuracyTransformer

Evaluation results

Method	Links
Transformer2026.05		99.9	99.85	99.79	99.82	99.88	99.89
Nonformer2026.05		99.9	99.86	99.76	99.81	99.88	99.89
SoftShape2026.05		99.9	99.86	99.78	99.82	99.86	99.88
BioFormer2026.05		99.9	99.85	99.77	99.81	99.9	99.91
Reformer2026.05		99.87	99.85	99.69	99.77	99.9	99.89
Informer2026.05		99.86	99.82	99.68	99.75	99.86	99.88
Medformer2026.05		99.86	99.81	99.68	99.75	99.92	99.91
PatchTST2026.05		99.85	99.8	99.65	99.72	99.94	99.92
Crossformer2026.05		99.84	99.78	99.62	99.7	99.98	99.97
MTST2026.05		99.83	99.72	99.65	99.69	99.9	99.9
FEDformer2026.05		99.81	99.77	99.55	99.66	99.93	99.91
iTransformer2026.05		99.8	99.75	99.52	99.64	99.99	99.97
Autoformer2026.05		99.77	99.59	99.59	99.59	99.94	99.92
BioFormer2026.05		87.73	88.71	82.63	84.71	94.71	93.53
iTransformer2026.05		83.89	88.25	76.39	79.06	91.18	90.93
SoftShape2026.05		83.72	86.7	75.74	78.42	94.38	93
Medformer2026.05		83.5	85.19	77.11	79.18	92.81	90.32
Crossformer2026.05		80.17	85.04	71.25	72.75	88.55	87.31
Informer2026.05		78.69	82.87	69.19	70.84	92.09	90.02
Nonformer2026.05		78.66	82.77	69.12	70.9	89.37	86.67
Reformer2026.05		77.96	81.72	68.2	69.65	91.13	88.42
Transformer2026.05		77.37	81.84	67.14	68.47	90.08	87.22
MTST2026.05		76.59	79.88	66.31	67.38	86.86	83.75
FEDformer2026.05		76.05	77.58	66.1	67.14	85.93	82.59
PatchTST2026.05		74.74	76.94	63.89	64.36	88.79	83.39
Autoformer2026.05		73.35	72.11	63.24	63.69	78.54	74.25