Symbolic Regression

Benchmarks

Dataset Name	SOTA Method	Metric
Feynman benchmark	Glorot	Median Final Training Loss1	60	18d ago
3D Advection Equation (test)	NMIPS	MSE0.123	60	1mo ago
SRBench 116 regression problems (test)	Omni	Wins78	55	17d ago
SRBench black-box (test)	GenSR	R^20.8416	53	19d ago
E. coli growth LLM-SR Suite	PG-SR	NMSE0.0012	44	1mo ago
2D Advection Equation (test)	GNOT	MSE0.138	38	1mo ago
Oscillation 1 LLM-SR Suite	PiT-PO	NMSE0	30	1mo ago
LSR-Synth	SR-SCIENTIST	Overall Acc (Tol 0.01)63.57	22	1mo ago
DGSR benchmark	ECSEL	Recall100	22	1mo ago
Feynman Dataset ϵ = 0.0 (test)	GP-GOMEA	R^20.9956	20	1mo ago
Strogatz Dataset ϵ = 0.0 (test)	SNIP	R^20.9952	20	1mo ago
Feynman Dataset epsilon=0.1 (test)	GP-GOMEA	R2 Score0.9957	20	1mo ago
Strogatz Dataset epsilon=0.1 (test)	GenSR	R297.73	20	1mo ago
Feynman Dataset epsilon=0.01 (test)	GP-GOMEA	R20.9967	20	1mo ago
Strogatz Dataset epsilon=0.01 (test)	GenSR	R2 Score0.9936	20	1mo ago
Feynman Dataset epsilon=0.001 (test)	GP-GOMEA	R299.62	20	1mo ago
Strogatz Dataset epsilon=0.001 (test)	MDL	R2 Score0.9965	20	1mo ago
SRBench known solutions 10% noise	CADSR	Symbolic Solution Rate29.25	18	19d ago
SRBench known solutions 1% noise	CADSR	Symbolic Solution Rate33.57	18	19d ago
SRBench known solutions 0.1% noise	CADSR	Symbolic Solution Rate34.27	18	19d ago
SRBench known solutions 0.0% noise	AIFeynman	Solution Rate61.84	18	19d ago
Oscillator 2 (OOD)	PG-SR	NMSE0	18	1mo ago
Oscillator 2 (ID)	PG-SR	NMSE0	18	1mo ago
Oscillator 1 (OOD)	PG-SR	NMSE0	18	1mo ago
CRK (OOD)	PG-SR	NMSE0	18	1mo ago

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