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Papers

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Showing 661–670 of 9424 papers

Title	Date	Tasks	Status	Hype
Scalable Signature-Based Distribution Regression via Reference Sets	Oct 11, 2024	regression	—Unverified	0
Ranking over Regression for Bayesian Optimization and Molecule Selection	Oct 11, 2024	Bayesian OptimizationDecision Making	CodeCode Available	0
Lifted Coefficient of Determination: Fast model-free prediction intervals and likelihood-free model comparison	Oct 11, 2024	modelOutlier Detection	—Unverified	0
Calibrated Computation-Aware Gaussian Processes	Oct 11, 2024	Gaussian Processesregression	CodeCode Available	0
Kolmogorov-Arnold Neural Networks for High-Entropy Alloys Design	Oct 11, 2024	ClassificationKolmogorov-Arnold Networks	—Unverified	0
Theoretical limits of descending _0 sparse-regression ML algorithms	Oct 10, 2024	compressed sensingregression	—Unverified	0
On the Convergence of (Stochastic) Gradient Descent for Kolmogorov--Arnold Networks	Oct 10, 2024	Kolmogorov-Arnold Networksregression	—Unverified	0
Robustness Auditing for Linear Regression: To Singularity and Beyond	Oct 10, 2024	Econometricsregression	CodeCode Available	0
Optimizing Estimators of Squared Calibration Errors in Classification	Oct 9, 2024	ClassificationDecision Making	—Unverified	0
Shap-Select: Lightweight Feature Selection Using SHAP Values and Regression	Oct 9, 2024	Computational Efficiencyfeature selection	CodeCode Available	1

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All datasets California Housing Prices Concrete Compressive Strength Medical Cost Personal Dataset Synthetic: y = x * sin x ADORE Car_Price_Prediction

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.79	—	Unverified
2	Baseline Regression	R2 Score	0.58	—	Unverified
3	Mimic / Surrogate	R2 Score	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.86	—	Unverified
2	Baseline Regression	R2 Score	0.59	—	Unverified
3	Mimic / Surrogate	R2 Score	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.87	—	Unverified
2	Baseline Regression	R2 Score	0.78	—	Unverified
3	Mimic / Surrogate	R2 Score	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.98	—	Unverified
2	Baseline Regression	R2 Score	-0.01	—	Unverified
3	Mimic / Surrogate	R2 Score	-0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost-MACCS	micro-averaged RMSE	0.93	—	Unverified
2	RF-ToxPrint	chemical macro-average RMSE	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Linear and Decision Tree Regression	R Squared	86.84	—	Unverified