Behavior Selection on CAA (50 random samples) benchmark leaderboard · SOTA2 Research

Behavior Selection on CAA (50 random samples)

98Accuracy (coordinate-ais, pair)COLD-FD

Evaluation Results

Method	Links
COLD-FD2026.03		98	98	98	94	94	78	94	66	94	82	76	80	94	88	1	1.86
COLD-FD2026.03		90	90	86	74	96	80	60	76	98	78	72	76	86	78	2	1.71
ReFT(mlp)2026.03		68	48	56	60	76	78	48	52	36	64	72	72	84	50	5.29	4
Base(ICL)2026.03		56	56	44	44	46	46	52	52	72	72	60	60	62	62	7.14	4.29
DiffMean2026.03		52	—	82	—	86	—	76	—	74	—	54	—	80	—	4	—
Base2026.03		52	52	58	58	68	68	48	48	38	38	72	72	52	52	2	2.43
Base(ICL)2026.03		52	52	58	58	64	64	48	48	36	36	72	72	52	52	2.71	2.86
ReFT(vector)2026.03		52	46	64	60	58	56	50	50	38	38	72	52	42	40	2.86	4.43
COLD-FD2026.03		52	52	58	58	78	58	52	60	58	64	74	72	52	52	1.29	2
COLD-Kernel2026.03		52	90	58	90	68	88	48	52	36	36	72	72	52	62	2.43	1.57
DiffMean2026.03		50	—	62	—	58	—	48	—	38	—	68	—	46	—	4.43	—
ReFT(vec)2026.03		48	36	62	62	70	72	78	78	72	66	72	58	82	86	3.29	3.14
ReFT(mlp)2026.03		48	52	42	42	42	58	48	52	36	36	72	18	48	48	5.14	4.14
Base2026.03		28	28	62	62	70	70	76	76	62	62	58	58	80	80	5.14	4.43
ICV2026.03		28	—	62	—	70	—	76	—	64	—	56	—	80	—	5.29	—
DiffMeanPW2026.03		28	—	82	—	72	—	76	—	84	—	50	—	80	—	4.57	—
DiffMeanProj2026.03		28	—	62	—	70	—	78	—	62	—	58	—	80	—	4.71	—
COLD-Kernel2026.03		28	46	62	66	70	72	78	78	64	68	58	66	80	82	4.43	2.57
Base2026.03		2	2	38	38	32	32	56	56	90	90	38	38	90	90	3.43	2.71
DiffMean2026.03		2	—	48	—	36	—	66	—	90	—	40	—	92	—	2.57	—
ReFT(vector)2026.03		2	2	60	46	38	38	68	58	90	90	48	46	92	90	2	1.71
COLD-Kernel2026.03		2	2	38	38	32	34	56	58	90	90	38	40	90	90	3.43	2.14