1D Regression

Benchmarks

Dataset Name	SOTA Method	Metric
1D Regression 20 points (test)	signature approximation	Relative 2-Wasserstein Distance0.25	18	25d ago
Synthetic 1D Regression Periodic kernel GP	Neural Processes with Stochastic Attention	Context Likelihood1.372	16	1mo ago
Synthetic 1D Regression Matern kernel GP	Neural Processes with Stochastic Attention	Context Likelihood1.365	16	1mo ago
Synthetic 1D Regression RBF kernel	Neural Processes with Stochastic Attention	Context Likelihood1.363	16	1mo ago
Synthetic 1D Regression RBF kernel with noises	Neural Processes with Stochastic Attention	Context Likelihood1.374	16	1mo ago
GP-generated functions Matérn kernel (test)	CCNP	MSE0.412	8	1mo ago
GP-generated functions Periodic kernel (test)	ConvCNP	MSE0.065	8	1mo ago
GP-generated functions RBF kernel (test)	CCNP	MSE0.1	8	1mo ago
multiscale 1D function (test)	Hybrid FI-KAN	Test MSE0.0016	6	18d ago
sawtooth 1D function (test)	Hybrid FI-KAN	Test MSE0.0018	6	18d ago
weierstrass_rough 1D function (test)	Hybrid FI-KAN	Test MSE0.0931	6	18d ago
weierstrass_std 1D function (test)	Hybrid FI-KAN	Test MSE0.0438	6	18d ago
chirp 1D function (test)	Hybrid FI-KAN	Test MSE0.157	6	18d ago
exp_sin 1D function (test)	Hybrid FI-KAN	Test MSE0	6	18d ago
polynomial 1D function (test)	Hybrid FI-KAN	Test MSE0	6	18d ago
Synthetic X x Sine	-	-	0	1mo ago
Synthetic Sine	-	-	0	1mo ago
Synthetic Sinc	-	-	0	1mo ago
Synthetic Sigmoid	-	-	0	1mo ago
Synthetic Quadratic	-	-	0	1mo ago
Synthetic Log	-	-	0	1mo ago
Synthetic Lin x Sine	-	-	0	1mo ago
Synthetic Lin + Cos	-	-	0	1mo ago
Synthetic Linear	-	-	0	1mo ago
Synthetic Gau Wave	-	-	0	1mo ago

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