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Mouse behavior representation learning on MABe challenge 2022

0.0909Day (MSE)

BAMS

Updated 1mo ago

Evaluation Results

Method	Links
BAMS 2023.03		0.0909	0.0899	72	88.23	2.74	1.89	67.22	53.43	31.43	0.59	1.61	1.57	18.15
BAMS long-term 2023.03		0.0917	0.0904	70.91	86.49	2.1	1.06	61.99	49.12	29.09	0.45	1.32	1.08	13.98
T-BERT 2023.03		0.0926	0.0928	68.84	78.63	1.8	0.87	70.22	55.84	30.24	0.51	1.4	1.12	17.27
T-GPT 2023.03		0.0927	0.0938	65.39	64.45	1.73	0.64	69.05	55.78	23.8	0.46	1.12	1.05	17.86
T-PointNet 2023.03		0.0928	0.0932	67.15	66.01	2.56	4.57	70.68	55.96	21.23	0.84	2.79	2.32	15.61
BAMS short-term 2023.03		0.0929	0.0929	66.34	61.33	1.8	1.15	66.58	52.6	25.34	0.39	1.09	0.98	16.74
T-Perceiver 2023.03		0.0932	0.0932	69.68	69.81	1.57	1.27	60.84	47.81	28.32	0.41	1.16	0.86	16.42
TS2Vec 2023.03		0.0938	0.0942	65.6	57.12	1.29	0.66	59.53	46.13	24.74	0.35	1.09	0.74	12.37
TVAE 2023.03		0.094	0.0944	56.8	52.98	1.07	0.45	59.33	44.77	21.96	0.27	0.83	0.62	10.2
PCA 2023.03		0.0942	0.0945	54.65	51.6	0.86	0.14	49.27	37.87	12.71	0.21	0.6	0.53	6.65