Unified ranking

Leaderboard

Unified evaluation of time series classification foundation models.

Verified Standard

Only methods covering all 198 unique datasets are eligible for the Standard Overall leaderboard.

Overall Average Accuracy is the unweighted mean across 198 unique datasets. Every dataset receives equal weight.

				Univariate	Multivariate	Coverage	Evaluation Type
1	ChorusTIC GDUT · Huawei Noah’s Ark Lab · Université Paris Cité · MBZUAI · Shantou University	78.56	3.94	81.16	73.78	198 / 198	In-Context
2	MantisV2+LR Huawei Noah’s Ark Lab · Université Paris Cité	77.73	4.64	80.03	73.51	198 / 198	Frozen Probe
3	UniShape+RF SCUT · A*STAR · Khalifa University	76.87	5.08	78.86	73.22	198 / 198	Frozen Probe
4	MantisV2+RF Huawei Noah’s Ark Lab · Université Paris Cité	76.62	5.42	78.79	72.66	198 / 198	Frozen Probe
5	MOMENT+SVM Auton Lab, Carnegie Mellon University	76.23	5.22	77.98	73.04	198 / 198	Frozen Probe
6	TabICLv2 Inria · École Normale Supérieure–PSL	76.10	4.89	78.88	71.02	198 / 198	In-Context
7	MOMENT+RF Auton Lab, Carnegie Mellon University	75.35	6.08	77.51	71.39	198 / 198	Frozen Probe
8	TabICL Inria · École Normale Supérieure–PSL	73.83	5.99	76.84	68.33	198 / 198	In-Context
9	MOMENT+kNN Auton Lab, Carnegie Mellon University	72.01	7.74	75.72	65.24	198 / 198	Frozen Probe
10	NuTime+RF Microsoft Research · Peking University	66.76	8.95	69.39	61.95	198 / 198	Frozen Probe
11	MOMENT+NC Auton Lab, Carnegie Mellon University	64.22	9.54	66.06	60.87	198 / 198	Frozen Probe
12	MOMENT+MLP Auton Lab, Carnegie Mellon University	50.23	10.51	44.51	60.70	198 / 198	Frozen Probe

12 methods

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