SOTAVerified

Additive models

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 252 papers

TitleStatusHype
GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraintsCode5
Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and ValuesCode5
InterpretML: A Unified Framework for Machine Learning InterpretabilityCode3
GAMI-Net: An Explainable Neural Network based on Generalized Additive Models with Structured InteractionsCode2
Data Science with LLMs and Interpretable ModelsCode2
From Shapley Values to Generalized Additive Models and backCode1
Neural Basis Models for InterpretabilityCode1
Fast Sparse Classification for Generalized Linear and Additive ModelsCode1
The Intelligible and Effective Graph Neural Additive NetworksCode1
Neural Additive Models for Location Scale and Shape: A Framework for Interpretable Neural Regression Beyond the MeanCode1
Neural Additive Models: Interpretable Machine Learning with Neural NetsCode1
IGANN Sparse: Bridging Sparsity and Interpretability with Non-linear InsightCode1
GeoShapley: A Game Theory Approach to Measuring Spatial Effects in Machine Learning ModelsCode1
Deletion and Insertion Tests in Regression ModelsCode1
Scalable Interpretability via PolynomialsCode1
High-Dimensional Bayesian Optimization via Tree-Structured Additive ModelsCode1
Additive Covariance Matrix Models: Modelling Regional Electricity Net-Demand in Great BritainCode1
How Interpretable and Trustworthy are GAMs?Code1
CAT: Interpretable Concept-based Taylor Additive ModelsCode1
LLMs Understand Glass-Box Models, Discover Surprises, and Suggest RepairsCode1
NODE-GAM: Neural Generalized Additive Model for Interpretable Deep LearningCode1
Structural Neural Additive Models: Enhanced Interpretable Machine LearningCode1
GAM Changer: Editing Generalized Additive Models with Interactive VisualizationCode1
Fast Interpretable Greedy-Tree SumsCode1
Interpretable Machine Learning with an Ensemble of Gradient Boosting MachinesCode1
Semi-Structured Distributional Regression -- Extending Structured Additive Models by Arbitrary Deep Neural Networks and Data ModalitiesCode1
GAM Coach: Towards Interactive and User-centered Algorithmic RecourseCode1
High-Dimensional Bayesian Optimization via Additive Models with Overlapping GroupsCode1
How trial-to-trial learning shapes mappings in the mental lexicon: Modelling Lexical Decision with Linear Discriminative LearningCode1
Regionally Additive Models: Explainable-by-design models minimizing feature interactionsCode1
ControlBurn: Nonlinear Feature Selection with Sparse Tree EnsemblesCode1
Augmenting Interpretable Models with LLMs during TrainingCode1
bamlss: A Lego Toolbox for Flexible Bayesian Regression (and Beyond)—0
AutoML Algorithms for Online Generalized Additive Model Selection: Application to Electricity Demand Forecasting—0
Automated Demand Forecasting in small to medium-sized enterprises—0
Data-Efficient and Interpretable Tabular Anomaly Detection—0
Dependence Measure for non-additive model—0
Additive Poisson Process: Learning Intensity of Higher-Order Interaction in Poisson Processes—0
Accelerated Componentwise Gradient Boosting using Efficient Data Representation and Momentum-based Optimization—0
Associations between exposure to OPEs and rheumatoid arthritis risk among adults in NHANES, 2011-2018—0
A review of predictive uncertainty estimation with machine learning—0
Additive Poisson Process: Learning Intensity of Higher-Order Interaction in Stochastic Processes—0
Data fission: splitting a single data point—0
Detecting Nonlinear Causality in Multivariate Time Series with Sparse Additive Models—0
Closed-Form Expressions for Global and Local Interpretation of Tsetlin Machines with Applications to Explaining High-Dimensional Data—0
Classification by sparse generalized additive models—0
Comparing Lexical Usage in Political Discourse across Diachronic Corpora—0
Concept-based Explainable Malignancy Scoring on Pulmonary Nodules in CT Images—0
Context-aware feature attribution through argumentation—0
Are Logistic Models Really Interpretable?—0
Show:102550
← PrevPage 1 of 6Next →

No leaderboard results yet.