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1D Regression

Benchmarks

Dataset Name	SOTA Method	Metric
1D Regression 20 points (test)	signature approximation	Relative 2-Wasserstein Distance0.25	18	2mo ago
Synthetic 1D Regression Periodic kernel GP	Neural Processes with Stochastic Attention	Context Likelihood1.372	16	3mo ago
Synthetic 1D Regression Matern kernel GP	Neural Processes with Stochastic Attention	Context Likelihood1.365	16	3mo ago
Synthetic 1D Regression RBF kernel	Neural Processes with Stochastic Attention	Context Likelihood1.363	16	3mo ago
Synthetic 1D Regression RBF kernel with noises	Neural Processes with Stochastic Attention	Context Likelihood1.374	16	3mo ago
Synthetic 1D Regression Square generator (test)	CNP	Log-likelihood1.39	9	1d ago
Synthetic 1D Regression Sawtooth generator (test)	SFConvCNP	Log-likelihood1.19	9	1d ago
Synthetic 1D Regression Periodic kernel (test)	CNP	Log-likelihood1.17	9	1d ago
Synthetic 1D Regression Matern 5/2 kernel (test)	CNP	Log-likelihood0.18	9	1d ago
Synthetic 1D Regression RBF kernel (test)	SFConvCNP	Log-likelihood0.29	9	1d ago
GP-generated functions Matérn kernel (test)	CCNP	MSE0.412	8	3mo ago
GP-generated functions Periodic kernel (test)	ConvCNP	MSE0.065	8	3mo ago
GP-generated functions RBF kernel (test)	CCNP	MSE0.1	8	3mo ago
multiscale 1D function (test)	Hybrid FI-KAN	Test MSE0.0016	6	2mo ago
sawtooth 1D function (test)	Hybrid FI-KAN	Test MSE0.0018	6	2mo ago
weierstrass_rough 1D function (test)	Hybrid FI-KAN	Test MSE0.0931	6	2mo ago
weierstrass_std 1D function (test)	Hybrid FI-KAN	Test MSE0.0438	6	2mo ago
chirp 1D function (test)	Hybrid FI-KAN	Test MSE0.157	6	2mo ago
exp_sin 1D function (test)	Hybrid FI-KAN	Test MSE0	6	2mo ago
polynomial 1D function (test)	Hybrid FI-KAN	Test MSE0	6	2mo ago
Synthetic X x Sine	-	-	0	3mo ago
Synthetic Sine	-	-	0	3mo ago
Synthetic Sinc	-	-	0	3mo ago
Synthetic Sigmoid	-	-	0	3mo ago
Synthetic Quadratic	-	-	0	3mo ago

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