SOTAVerified

regression

Papers

Showing 651700 of 9424 papers

TitleStatusHype
Conditional Density Estimation with Histogram TreesCode0
A Two-Stage Federated Learning Approach for Industrial Prognostics Using Large-Scale High-Dimensional Signals0
Optimal lower bounds for logistic log-likelihoods0
Statistical Properties of Deep Neural Networks with Dependent Data0
Diagnosing Hate Speech Classification: Where Do Humans and Machines Disagree, and Why?0
Predicting from Strings: Language Model Embeddings for Bayesian OptimizationCode3
A Kernelizable Primal-Dual Formulation of the Multilinear Singular Value Decomposition0
Data Deletion for Linear Regression with Noisy SGD0
Minimax rates of convergence for nonparametric regression under adversarial attacks0
Multimodal Physical Activity Forecasting in Free-Living Clinical Settings: Hunting Opportunities for Just-in-Time InterventionsCode0
Scalable Signature-Based Distribution Regression via Reference Sets0
Ranking over Regression for Bayesian Optimization and Molecule SelectionCode0
Calibrated Computation-Aware Gaussian ProcessesCode0
Kolmogorov-Arnold Neural Networks for High-Entropy Alloys Design0
Lifted Coefficient of Determination: Fast model-free prediction intervals and likelihood-free model comparison0
Theoretical limits of descending _0 sparse-regression ML algorithms0
Robustness Auditing for Linear Regression: To Singularity and BeyondCode0
On the Convergence of (Stochastic) Gradient Descent for Kolmogorov--Arnold Networks0
Shap-Select: Lightweight Feature Selection Using SHAP Values and RegressionCode1
Optimizing Estimators of Squared Calibration Errors in Classification0
Closed-Loop phase selection in EEG-TMS using Bayesian OptimizationCode0
Learning to Drift in Extreme Turning with Active Exploration and Gaussian Process Based MPC0
Covering Numbers for Deep ReLU Networks with Applications to Function Approximation and Nonparametric Regression0
Benign Overfitting for Regression with Trained Two-Layer ReLU Networks0
Adaptive Random Fourier Features Training Stabilized By Resampling With Applications in Image Regression0
SMART: A Flexible Approach to Regression using Spline-Based Multivariate Adaptive Regression TreesCode0
Testing Credibility of Public and Private Surveys through the Lens of Regression0
A Strategy for Label Alignment in Deep Neural NetworksCode0
Random-projection ensemble dimension reductionCode0
Conditional Variational Autoencoders for Probabilistic Pose Regression0
Precise Model Benchmarking with Only a Few Observations0
Regression Conformal Prediction under BiasCode0
Minimax-optimal and Locally-adaptive Online Nonparametric Regression0
Test-time Adaptation for Regression by Subspace AlignmentCode1
Mixed-curvature decision trees and random forestsCode2
Accelerating Deep Learning with Fixed Time Budget0
Minmax Trend Filtering: Generalizations of Total Variation Denoising via a Local Minmax/Maxmin Formula0
Estimating Generalization Performance Along the Trajectory of Proximal SGD in Robust RegressionCode0
Ranking Perspective for Tree-based Methods with Applications to Symbolic Feature Selection0
Highly Adaptive Ridge0
Distributed Learning with Discretely Observed Functional Data0
Beyond Squared Error: Exploring Loss Design for Enhanced Training of Generative Flow Networks0
On metric choice in dimension reduction for Fréchet regression0
Causal Inference Tools for a Better Evaluation of Machine Learning0
HelpSteer2-Preference: Complementing Ratings with Preferences0
Attention layers provably solve single-location regressionCode0
Reducing Variance in Meta-Learning via Laplace Approximation for Regression Tasks0
TorchSISSO: A PyTorch-Based Implementation of the Sure Independence Screening and Sparsifying Operator for Efficient and Interpretable Model DiscoveryCode1
Bayesian Binary Search0
Transformers Handle Endogeneity in In-Context Linear Regression0
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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