Symbolic Distillation

Benchmarks

Dataset Name	SOTA Method	Metric
20 regression datasets aggregate (test)	Jacobian Regularization	Mean Diff. in R^20.0531	3	5d ago
Friedman #1	Jacobian Pipeline	Mean R^20.5927	3	5d ago
Diabetes	Jacobian Pipeline	Mean R^20.3993	3	5d ago
Places	Jacobian Pipeline	Mean R^20.0765	3	5d ago
mu284	Jacobian Pipeline	Mean R^20.6733	3	5d ago
analcatdata_apnea3	Jacobian Pipeline	Mean R^20.2722	3	5d ago
FIFA	Jacobian Pipeline	Mean R^20.3349	3	5d ago
Elevators	Jacobian Pipeline	Mean R^20.3495	3	5d ago
Miami Housing 2016	Lipschitz Pipeline	Mean R^20.4227	3	5d ago
Brazilian Houses	Jacobian Pipeline	Mean R^20.0408	3	5d ago
Liver Disorders	Jacobian Pipeline	Mean R^20.0877	3	5d ago
kin8nm	Jacobian Pipeline	Mean R^20.3024	3	5d ago
SEA 50000	Jacobian Pipeline	Mean R^20.3985	3	5d ago
Munich Rent Index	Jacobian Pipeline	Mean R20.14	3	5d ago
Cholesterol	Jacobian Pipeline	Mean R^20.2138	3	5d ago
Combined Cycle Power	Jacobian Pipeline	Mean R^20.9105	3	5d ago
Auto MPG	Jacobian Pipeline	Mean R^20.7615	3	5d ago
AI4I Maintenance 2020	Jacobian Pipeline	Mean R^20.6255	3	5d ago
Real Estate (val)	Jacobian Pipeline	Mean R^20.4992	3	5d ago
Elec. Grid Stability	Jacobian Pipeline	Mean R^20.6814	3	5d ago
Airfoil Self-Noise	Jacobian Pipeline	Mean R^20.3872	3	5d ago

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