Symbolic Regression

Benchmarks

Dataset Name	SOTA Method	Metric
SRBench black-box (test)	GenSR	R^20.842	71	1mo ago
Feynman benchmark	Glorot	Median Final Training Loss1	60	3mo ago
3D Advection Equation (test)	NMIPS	MSE0.123	60	4mo ago
SRBench Strogatz (test)	SNIP	Mean Test R^20.995	59	1mo ago
SRBench Feynman (test)	GP-GOMEA	Mean Test R^299.7	57	1mo ago
SRBench 116 regression problems (test)	Omni	Wins78	55	3mo ago
E. coli growth LLM-SR Suite	PG-SR	NMSE0.0012	44	4mo ago
2D Advection Equation (test)	GNOT	MSE0.138	38	4mo ago
Jacobi-based SR problem	JBUA hybrid algorithm	Error0	34	1mo ago
Oscillator 1 (OOD)	STRIDE	NMSE0	32	2mo ago
Oscillation 1 LLM-SR Suite	PiT-PO	NMSE0	30	4mo ago
LSR-Synth Material Science	PiT-PO	NMSE0	23	1mo ago
LSR-Synth Physics	PiT-PO	NMSE0.0001	23	1mo ago
Stress–Strain (OOD)	PG-SR	NMSE0.0321	23	1mo ago
Stress–Strain (ID)	PG-SR	NMSE0.0061	23	1mo ago
Lung Cancer with Chemo & Radio (LC-CR) (test)		MSE0.013	22	1mo ago
LSR-Synth	SR-SCIENTIST	Overall Acc (Tol 0.01)63.57	22	4mo ago
DGSR benchmark	ECSEL	Recall100	22	4mo ago
Feynman Dataset ϵ = 0.0 (test)	GP-GOMEA	R^20.9956	20	4mo ago
Strogatz Dataset ϵ = 0.0 (test)	SNIP	R^20.9952	20	4mo ago
Feynman Dataset epsilon=0.1 (test)	GP-GOMEA	R2 Score0.9957	20	4mo ago
Strogatz Dataset epsilon=0.1 (test)	GenSR	R297.73	20	4mo ago
Feynman Dataset epsilon=0.01 (test)	GP-GOMEA	R20.9967	20	4mo ago
Strogatz Dataset epsilon=0.01 (test)	GenSR	R2 Score0.9936	20	4mo ago
Feynman Dataset epsilon=0.001 (test)	GP-GOMEA	R299.62	20	4mo ago

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