GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraints Apr 19, 2022 Additive models Explainable artificial intelligence
Code Code Available 5 Learning Important Features Through Propagating Activation Differences Apr 10, 2017 Interpretable Machine Learning
Code Code Available 5 SmoothGrad: removing noise by adding noise Jun 12, 2017 Interpretable Machine Learning Sensitivity
Code Code Available 5 PiML Toolbox for Interpretable Machine Learning Model Development and Diagnostics May 7, 2023 Fairness Interpretable Machine Learning
Code Code Available 5 Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Dec 19, 2019 Interpretable Machine Learning Time Series
Code Code Available 5 Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl May 2, 2023 Interpretable Machine Learning regression
Code Code Available 5 Designing Inherently Interpretable Machine Learning Models Nov 2, 2021 BIG-bench Machine Learning Interpretable Machine Learning
Code Code Available 5 Prompt-CAM: A Simpler Interpretable Transformer for Fine-Grained Analysis Jan 16, 2025 Explainable Artificial Intelligence (XAI) Explainable Models
Code Code Available 5 OmniXAI: A Library for Explainable AI Jun 1, 2022 counterfactual Counterfactual Explanation
Code Code Available 5 GAM Changer: Editing Generalized Additive Models with Interactive Visualization Dec 6, 2021 Additive models Interpretable Machine Learning
Code Code Available 5 Explainable Diabetic Retinopathy Detection and Retinal Image Generation Jul 1, 2021 Data Augmentation Diabetic Retinopathy Detection
Code Code Available 5 A Unified Approach to Interpreting Model Predictions May 22, 2017 Feature Importance Image Attribution
Code Code Available 5 Exploration of Interpretability Techniques for Deep COVID-19 Classification using Chest X-ray Images Jun 3, 2020 COVID-19 Diagnosis General Classification
Code Code Available 5 FastMapSVM: Classifying Complex Objects Using the FastMap Algorithm and Support-Vector Machines Apr 7, 2022 General Classification Interpretable Machine Learning
Code Code Available 5 ExeKGLib: Knowledge Graphs-Empowered Machine Learning Analytics May 4, 2023 Interpretable Machine Learning Knowledge Graphs
Code Code Available 5 Explaining black boxes with a SMILE: Statistical Model-agnostic Interpretability with Local Explanations Nov 13, 2023 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
Code Code Available 5 DISSECT: Disentangled Simultaneous Explanations via Concept Traversals May 31, 2021 counterfactual Fairness
Code Code Available 5 Detecting Video Game Player Burnout with the Use of Sensor Data and Machine Learning Nov 29, 2020 BIG-bench Machine Learning Interpretable Machine Learning
Code Code Available 5 Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification Dec 9, 2020 Anomaly Detection Atrial Fibrillation Detection
Code Code Available 5 Development of Interpretable Machine Learning Models to Detect Arrhythmia based on ECG Data May 5, 2022 BIG-bench Machine Learning Feature Importance
Code Code Available 5 Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees May 18, 2019 Feature Engineering Feature Importance
Code Code Available 5 A novel interpretable machine learning system to generate clinical risk scores: An application for predicting early mortality or unplanned readmission in a retrospective cohort study Jan 10, 2022 BIG-bench Machine Learning Decision Making
Code Code Available 5 Do Feature Attribution Methods Correctly Attribute Features? Apr 27, 2021 Attribute Interpretable Machine Learning
Code Code Available 5 Axiomatic Attribution for Deep Networks Mar 4, 2017 Explainable artificial intelligence Image Attribution
Code Code Available 5 ContrXT: Generating Contrastive Explanations from any Text Classifier Dec 11, 2021 Decision Making Explainable artificial intelligence
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