SOTAVerified

regression

Papers

Showing 84518500 of 9424 papers

TitleStatusHype
ASBART:Accelerated Soft Bayes Additive Regression TreesCode0
Randomization as Regularization: A Degrees of Freedom Explanation for Random Forest SuccessCode0
On the Relationship between Data Efficiency and Error for Uncertainty SamplingCode0
Unsupervised Pool-Based Active Learning for Linear RegressionCode0
Scaling Gaussian Process Regression with DerivativesCode0
Scaling Gaussian Process Regression with Full Derivative ObservationsCode0
Generalization Error of Generalized Linear Models in High DimensionsCode0
ACR Loss: Adaptive Coordinate-based Regression Loss for Face AlignmentCode0
Synergy between Observation Systems Oceanic in Turbulent RegionsCode0
Artificial Neural Network Modeling for Path Loss Prediction in Urban EnvironmentsCode0
Scaling structural learning with NO-BEARS to infer causal transcriptome networksCode0
Adaptive Conditional Quantile Neural ProcessesCode0
Randomly Projected Additive Gaussian Processes for RegressionCode0
On the Soundness of XAI in Prognostics and Health Management (PHM)Code0
DL-Reg: A Deep Learning Regularization Technique using Linear RegressionCode0
Constant-Time Predictive Distributions for Gaussian ProcessesCode0
Generalization Properties of Learning with Random FeaturesCode0
Machine Learning Interpretation of Optical Spectroscopy Using Peak-Sensitive Logistic RegressionCode0
On the Soundness of XAI in Prognostics and Health Management (PHM)Code0
Machine learning of Kondo physics using variational autoencoders and symbolic regressionCode0
Random Machines: A bagged-weighted support vector model with free kernel choiceCode0
Generalized Concomitant Multi-Task Lasso for sparse multimodal regressionCode0
Generalized Deep Image to Image RegressionCode0
Generalized Encouragement-Based Instrumental Variables for Counterfactual RegressionCode0
Random Machines Regression Approach: an ensemble support vector regression model with free kernel choiceCode0
Machine learning methods for postprocessing ensemble forecasts of wind gusts: A systematic comparisonCode0
Spectral image clustering on dual-energy CT scans using functional regression mixturesCode0
Machine learning modeling of superconducting critical temperatureCode0
Consistent Regression using Data-Dependent CoveringsCode0
Dlib-ml: A Machine Learning ToolkitCode0
Unveiling the Cycloid Trajectory of EM Iterations in Mixed Linear RegressionCode0
Random Planted Forest: a directly interpretable tree ensembleCode0
Random-projection ensemble dimension reductionCode0
Universal distribution of the empirical coverage in split conformal predictionCode0
On the Universality of the Double Descent Peak in Ridgeless RegressionCode0
Semiparametric discrete data regression with Monte Carlo inference and predictionCode0
The Strong Screening Rule for SLOPECode0
Generalized Multi-Output Gaussian Process Censored RegressionCode0
Random Sampling High Dimensional Model Representation Gaussian Process Regression (RS-HDMR-GPR) for representing multidimensional functions with machine-learned lower-dimensional terms allowing insight with a general methodCode0
Scaling up ridge regression for brain encoding in a massive individual fMRI datasetCode0
Age Progression/Regression by Conditional Adversarial AutoencoderCode0
Generalized Regression with Conditional GANsCode0
Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A SynthesisCode0
Generalized Robust Bayesian Committee Machine for Large-scale Gaussian Process RegressionCode0
On Tractable Computation of Expected PredictionsCode0
Scaling-Up the Pretraining of the Earth Observation Foundation Model PhilEO to the MajorTOM DatasetCode0
Artificial Liver Classifier: A New Alternative to Conventional Machine Learning ModelsCode0
Ranking over Regression for Bayesian Optimization and Molecule SelectionCode0
ScanRefer: 3D Object Localization in RGB-D Scans using Natural LanguageCode0
On weight and variance uncertainty in neural networks for regression tasksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Neural NetworkR2 Score0.79Unverified
2Baseline RegressionR2 Score0.58Unverified
3Mimic / SurrogateR2 Score0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Neural NetworkR2 Score0.86Unverified
2Baseline RegressionR2 Score0.59Unverified
3Mimic / SurrogateR2 Score0.58Unverified
#ModelMetricClaimedVerifiedStatus
1Neural NetworkR2 Score0.87Unverified
2Baseline RegressionR2 Score0.78Unverified
3Mimic / SurrogateR2 Score0.78Unverified
#ModelMetricClaimedVerifiedStatus
1Neural NetworkR2 Score0.98Unverified
2Baseline RegressionR2 Score-0.01Unverified
3Mimic / SurrogateR2 Score-0.01Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoost-MACCSmicro-averaged RMSE0.93Unverified
2RF-ToxPrintchemical macro-average RMSE0.85Unverified
#ModelMetricClaimedVerifiedStatus
1Linear and Decision Tree RegressionR Squared86.84Unverified