ContrXT: Generating Contrastive Explanations from any Text Classifier Dec 11, 2021 Decision Making Explainable artificial intelligence
Code Code Available Mixture of Decision Trees for Interpretable Machine Learning Nov 26, 2022 Interpretable Machine Learning Mixture-of-Experts
Code Code Available ControlBurn: Nonlinear Feature Selection with Sparse Tree Ensembles Jul 8, 2022 Additive models feature selection
Code Code Available Modern Hopfield Networks and Attention for Immune Repertoire Classification Jul 16, 2020 BIG-bench Machine Learning Classification
Code Code Available Neural Prototype Trees for Interpretable Fine-grained Image Recognition Dec 3, 2020 Decision Making Fine-Grained Image Recognition
Code Code Available Neurosymbolic Association Rule Mining from Tabular Data Apr 27, 2025 Interpretable Machine Learning
Code Code Available 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 BreastScreening: On the Use of Multi-Modality in Medical Imaging Diagnosis Apr 7, 2020 3D Medical Imaging Segmentation Automatic Machine Learning Model Selection
Code Code Available A Unified Approach to Interpreting Model Predictions May 22, 2017 Feature Importance Image Attribution
Code Code Available Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods Nov 4, 2021 Data Poisoning Interpretable Machine Learning
Code Code Available Q-SENN: Quantized Self-Explaining Neural Networks Dec 21, 2023 Diversity Image Classification
Code Code Available Quantifying Model Complexity via Functional Decomposition for Better Post-Hoc Interpretability Apr 8, 2019 BIG-bench Machine Learning Interpretable Machine Learning
Code Code Available Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees May 18, 2019 Feature Engineering Feature Importance
Code Code Available FastMapSVM: Classifying Complex Objects Using the FastMap Algorithm and Support-Vector Machines Apr 7, 2022 General Classification Interpretable Machine Learning
Code Code Available 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 Axiomatic Attribution for Deep Networks Mar 4, 2017 Explainable artificial intelligence Image Attribution
Code Code Available DISSECT: Disentangled Simultaneous Explanations via Concept Traversals May 31, 2021 counterfactual Fairness
Code Code Available Do Feature Attribution Methods Correctly Attribute Features? Apr 27, 2021 Attribute Interpretable Machine Learning
Code Code Available ExeKGLib: Knowledge Graphs-Empowered Machine Learning Analytics May 4, 2023 Interpretable Machine Learning Knowledge Graphs
Code Code Available Explainable Diabetic Retinopathy Detection and Retinal Image Generation Jul 1, 2021 Data Augmentation Diabetic Retinopathy Detection
Code Code Available GAM Changer: Editing Generalized Additive Models with Interactive Visualization Dec 6, 2021 Additive models Interpretable Machine Learning
Code Code Available Interpretable machine learning for time-to-event prediction in medicine and healthcare Mar 17, 2023 Decision Making Feature Importance
Code Code Available Born-Again Tree Ensembles Mar 24, 2020 BIG-bench Machine Learning Interpretable Machine Learning
Code Code Available Generalized and Scalable Optimal Sparse Decision Trees Jun 15, 2020 Interpretable Machine Learning
Code Code Available Improving performance of deep learning models with axiomatic attribution priors and expected gradients Jun 25, 2019 Interpretable Machine Learning
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