Learning Curve Extrapolation on LCBench (test) benchmark leaderboard · SOTA2 Research

Learning Curve Extrapolation on LCBench (test)

1RMSE (Avg Rank)Empirical Gaussian Processes

Evaluation Results

Method
Empirical Gaussian Processes2026.02	1	1.03
Empirical Gaussian Processes2026.02	1.06	1.26
Empirical Gaussian Processes2026.02	1.2	1.54
Empirical Gaussian Processes2026.02	1.23	1.46
Empirical Gaussian Processes2026.02	1.37	1.51
Empirical Gaussian Processes2026.02	1.46	1.51
Empirical Gaussian Processes2026.02	1.49	1.6
Last Observed2026.02	1.54	1.14
Empirical Gaussian Processes2026.02	1.57	1.74
Empirical Gaussian Processes2026.02	1.57	1.89
Last Observed2026.02	1.89	1.51
LC PFN2026.02	1.97	1.69
LC PFN2026.02	2.03	1.74
LC PFN2026.02	2.06	1.63
Last Observed2026.02	2.09	1.83
LC PFN2026.02	2.14	2
Last Observed2026.02	2.26	2.57
Last Observed2026.02	2.31	2.29
LC PFN2026.02	2.31	2.2
LC PFN2026.02	2.43	1.91
LC PFN2026.02	2.54	2.57
LC PFN2026.02	2.57	2.74
Last Observed2026.02	2.8	2.83
Last Observed2026.02	2.83	2.86
LC PFN2026.02	2.89	2.97
Last Observed2026.02	2.91	3.03
Last Observed2026.02	2.91	3.03
Power Law2026.02	3.89	4
Power Law2026.02	3.91	4
Power Law2026.02	3.94	3.94
Power Law2026.02	3.94	4
Power Law2026.02	3.94	4
Power Law2026.02	3.97	4
Power Law2026.02	3.97	4
Power Law2026.02	4	3.97
Power Law2026.02	4	4