Symbolic Regression

Benchmarks

Dataset Name	SOTA Method	Metric
3D Advection Equation (test)	NMIPS	MSE0.123	60	4d ago
E. coli growth LLM-SR Suite	PG-SR	NMSE0.0012	44	2d ago
2D Advection Equation (test)	GNOT	MSE0.138	38	4d ago
Oscillation 1 LLM-SR Suite	PiT-PO	NMSE0	30	2d ago
SRBench black-box (test)	GenSR	R^20.8416	28	4d ago
LSR-Synth	SR-SCIENTIST	Overall Acc (Tol 0.01)63.57	22	2d ago
DGSR benchmark	ECSEL	Recall100	22	4d ago
Feynman Dataset ϵ = 0.0 (test)	GP-GOMEA	R^20.9956	20	4d ago
Strogatz Dataset ϵ = 0.0 (test)	SNIP	R^20.9952	20	4d ago
Feynman Dataset epsilon=0.1 (test)	GP-GOMEA	R2 Score0.9957	20	4d ago
Strogatz Dataset epsilon=0.1 (test)	GenSR	R297.73	20	4d ago
Feynman Dataset epsilon=0.01 (test)	GP-GOMEA	R20.9967	20	4d ago
Strogatz Dataset epsilon=0.01 (test)	GenSR	R2 Score0.9936	20	4d ago
Feynman Dataset epsilon=0.001 (test)	GP-GOMEA	R299.62	20	4d ago
Strogatz Dataset epsilon=0.001 (test)	MDL	R2 Score0.9965	20	4d ago
Oscillator 2 (OOD)	PG-SR	NMSE0	18	4d ago
Oscillator 2 (ID)	PG-SR	NMSE0	18	4d ago
Oscillator 1 (OOD)	PG-SR	NMSE0	18	4d ago
CRK (OOD)	PG-SR	NMSE0	18	4d ago
CRK (ID)	PG-SR	NMSE0	18	4d ago
Stress–Strain (OOD)	PG-SR	NMSE0.0321	18	4d ago
Stress–Strain (ID)	PG-SR	NMSE0.0061	18	4d ago
Nguyen-F10	Baseline KAN	R^21	18	2d ago
Nguyen-F9	Baseline KAN	R^21	18	2d ago
Nguyen-F8	Baseline KAN	R^21	18	2d ago

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