Symbolic Regression

Benchmarks

Dataset Name	SOTA Method	Metric
SRBench black-box (test)	GenSR	R^20.842	71	7d ago
Feynman benchmark	Glorot	Median Final Training Loss1	60	2mo ago
3D Advection Equation (test)	NMIPS	MSE0.123	60	3mo ago
SRBench Strogatz (test)	SNIP	Mean Test R^20.995	59	7d ago
SRBench Feynman (test)	GP-GOMEA	Mean Test R^299.7	57	7d ago
SRBench 116 regression problems (test)	Omni	Wins78	55	2mo ago
E. coli growth LLM-SR Suite	PG-SR	NMSE0.0012	44	3mo ago
2D Advection Equation (test)	GNOT	MSE0.138	38	3mo ago
Oscillator 1 (OOD)	STRIDE	NMSE0	32	15d ago
Oscillation 1 LLM-SR Suite	PiT-PO	NMSE0	30	3mo ago
Lung Cancer with Chemo & Radio (LC-CR) (test)		MSE0.013	22	5d ago
LSR-Synth	SR-SCIENTIST	Overall Acc (Tol 0.01)63.57	22	3mo ago
DGSR benchmark	ECSEL	Recall100	22	3mo ago
Feynman Dataset ϵ = 0.0 (test)	GP-GOMEA	R^20.9956	20	3mo ago
Strogatz Dataset ϵ = 0.0 (test)	SNIP	R^20.9952	20	3mo ago
Feynman Dataset epsilon=0.1 (test)	GP-GOMEA	R2 Score0.9957	20	3mo ago
Strogatz Dataset epsilon=0.1 (test)	GenSR	R297.73	20	3mo ago
Feynman Dataset epsilon=0.01 (test)	GP-GOMEA	R20.9967	20	3mo ago
Strogatz Dataset epsilon=0.01 (test)	GenSR	R2 Score0.9936	20	3mo ago
Feynman Dataset epsilon=0.001 (test)	GP-GOMEA	R299.62	20	3mo ago
Strogatz Dataset epsilon=0.001 (test)	MDL	R2 Score0.9965	20	3mo ago
SRBench known solutions 10% noise	CADSR	Symbolic Solution Rate29.25	18	2mo ago
SRBench known solutions 1% noise	CADSR	Symbolic Solution Rate33.57	18	2mo ago
SRBench known solutions 0.1% noise	CADSR	Symbolic Solution Rate34.27	18	2mo ago
SRBench known solutions 0.0% noise	AIFeynman	Solution Rate61.84	18	2mo ago

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