Browse State-of-the-Art › Interpretable Machine Learning › Papers, page 5

Interpretable Machine Learning

Papers archive 2025-07-28

archive papers tagged: 537 · with a code link: 226 · where Syntology ran a sample: 47 (37 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (47 of 537 tagged: 37 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument)

Page 5 of 6: papers 401 to 500 of 537, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Insights into the origin of halo mass profiles from machine learning
  9 May 2022 0 repositories listed
• Interpretable Machine Learning for Self-Service High-Risk Decision-Making
  9 May 2022 0 repositories listed
• An interpretable machine learning approach for ferroalloys consumptions
  15 Apr 2022 0 repositories listed
• Automated Learning of Interpretable Models with Quantified Uncertainty
  12 Apr 2022 0 repositories listed
• Less is More: A Call to Focus on Simpler Models in Genetic Programming for Interpretable Machine Learning
  5 Apr 2022 0 repositories listed
• Using Explainable Boosting Machine to Compare Idiographic and Nomothetic Approaches for Ecological Momentary Assessment Data
  4 Apr 2022 0 repositories listed
• Revealing the CO2 emission reduction of ridesplitting and its determinants based on real-world data
  2 Apr 2022 0 repositories listed
• Interpretable Machine Learning Models for Modal Split Prediction in Transportation Systems
  27 Mar 2022 0 repositories listed
• Optimizing Binary Decision Diagrams with MaxSAT for classification
  21 Mar 2022 0 repositories listed
• GAM(L)A: An econometric model for interpretable Machine Learning
  17 Mar 2022 0 repositories listed
• How to Learn from Risk: Explicit Risk-Utility Reinforcement Learning for Efficient and Safe Driving Strategies
  16 Mar 2022 0 repositories listed
• Interpretable machine learning in Physics
  11 Mar 2022 0 repositories listed
• Cardiotocogram Biomedical Signal Classification and Interpretation for Fetal Health Evaluation
  1 Mar 2022 0 repositories listed
• Sparse Neural Additive Model: Interpretable Deep Learning with Feature Selection via Group Sparsity
  25 Feb 2022 0 repositories listed
• Interpreting a Machine Learning Model for Detecting Gravitational Waves
  15 Feb 2022 0 repositories listed
• Classification of Skin Cancer Images using Convolutional Neural Networks
  1 Feb 2022 0 repositories listed
• Dissecting the explanatory power of ESG features on equity returns by sector, capitalization, and year with interpretable machine learning
  12 Jan 2022 0 repositories listed
• Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligence
  29 Dec 2021 0 repositories listed
• A Novel Tropical Geometry-based Interpretable Machine Learning Method: Application in Prognosis of Advanced Heart Failure
  9 Dec 2021 0 repositories listed
• Who will dropout from university? Academic risk prediction based on interpretable machine learning
  2 Dec 2021 0 repositories listed
• Mining Meta-indicators of University Ranking: A Machine Learning Approach Based on SHAP
  24 Nov 2021 0 repositories listed
• Interpretable and Explainable Machine Learning for Materials Science and Chemistry
  1 Nov 2021 0 repositories listed
• A Scalable Inference Method For Large Dynamic Economic Systems
  27 Oct 2021 0 repositories listed
• Interpretable Machine Learning for Resource Allocation with Application to Ventilator Triage
  21 Oct 2021 0 repositories listed
• Strategizing University Rank Improvement using Interpretable Machine Learning and Data Visualization
  18 Oct 2021 0 repositories listed
• Ranking Facts for Explaining Answers to Elementary Science Questions
  18 Oct 2021 0 repositories listed
• CloudPred: Predicting Patient Phenotypes From Single-cell RNA-seq
  13 Oct 2021 0 repositories listed
• Explanation as a process: user-centric construction of multi-level and multi-modal explanations
  7 Oct 2021 0 repositories listed
• Multi-Agent Algorithmic Recourse
  1 Oct 2021 0 repositories listed
• Severity and Mortality Prediction Models to Triage Indian COVID-19 Patients
  2 Sep 2021 0 repositories listed
• Look Who's Talking: Interpretable Machine Learning for Assessing Italian SMEs Credit Default
  31 Aug 2021 0 repositories listed
• Longitudinal Distance: Towards Accountable Instance Attribution
  23 Aug 2021 0 repositories listed
• MAIR: Framework for mining relationships between research articles, strategies, and regulations in the field of explainable artificial intelligence
  29 Jul 2021 0 repositories listed
• Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRI
  22 Jul 2021 0 repositories listed
• Explainable AI Enabled Inspection of Business Process Prediction Models
  16 Jul 2021 0 repositories listed
• Self-service Data Classification Using Interactive Visualization and Interpretable Machine Learning
  11 Jul 2021 0 repositories listed
• Levels of explainable artificial intelligence for human-aligned conversational explanations
  7 Jul 2021 0 repositories listed
• Interpretable Machine Learning Classifiers for Brain Tumour Survival Prediction
  17 Jun 2021 0 repositories listed
• Discovering Interpretable Machine Learning Models in Parallel Coordinates
  14 Jun 2021 0 repositories listed
• Full interpretable machine learning in 2D with inline coordinates
  14 Jun 2021 0 repositories listed
• Interpretable machine learning applied to on-farm biosecurity and porcine reproductive and respiratory syndrome virus
  11 Jun 2021 0 repositories listed
• Automation for Interpretable Machine Learning Through a Comparison of Loss Functions to Regularisers
  7 Jun 2021 0 repositories listed
• A Holistic Approach to Interpretability in Financial Lending: Models, Visualizations, and Summary-Explanations
  4 Jun 2021 0 repositories listed
• Analysis and classification of main risk factors causing stroke in Shanxi Province
  29 May 2021 0 repositories listed
• Automation for Interpretable Machine Learning Through a Comparison of Loss Functions to Regularisers
  21 May 2021 0 repositories listed
• Towards Explaining Hyperparameter Optimization via Partial Dependence Plots
  20 May 2021 0 repositories listed
• Comparing interpretability and explainability for feature selection
  11 May 2021 0 repositories listed
• Partially Interpretable Estimators (PIE): Black-Box-Refined Interpretable Machine Learning
  6 May 2021 0 repositories listed
• Explainable Artificial Intelligence for Human Decision-Support System in Medical Domain
  5 May 2021 0 repositories listed
• Online Product Feature Recommendations with Interpretable Machine Learning
  28 Apr 2021 0 repositories listed
• IAIA-BL: A Case-based Interpretable Deep Learning Model for Classification of Mass Lesions in Digital Mammography
  23 Mar 2021 0 repositories listed
• Out-of-Distribution Detection of Melanoma using Normalizing Flows
  23 Mar 2021 0 repositories listed
• Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges
  20 Mar 2021 0 repositories listed
• Interpretable Data-driven Methods for Subgrid-scale Closure in LES for Transcritical LOX/GCH4 Combustion
  11 Mar 2021 0 repositories listed
• Interpretable Machine Learning: Moving From Mythos to Diagnostics
  10 Mar 2021 0 repositories listed
• On Interpretability and Similarity in Concept-Based Machine Learning
  25 Feb 2021 0 repositories listed
• Interpretable Predictive Maintenance for Hard Drives
  12 Feb 2021 0 repositories listed
• Beyond Expertise and Roles: A Framework to Characterize the Stakeholders of Interpretable Machine Learning and their Needs
  24 Jan 2021 0 repositories listed
• Show or Suppress? Managing Input Uncertainty in Machine Learning Model Explanations
  23 Jan 2021 0 repositories listed
• Extract Local Inference Chains of Deep Neural Nets
  1 Jan 2021 0 repositories listed
• Multi-type Disentanglement without Adversarial Training
  16 Dec 2020 0 repositories listed
• Enriched Annotations for Tumor Attribute Classification from Pathology Reports with Limited Labeled Data
  15 Dec 2020 0 repositories listed
• Interpretability and Explainability: A Machine Learning Zoo Mini-tour
  3 Dec 2020 0 repositories listed
• Data Representing Ground-Truth Explanations to Evaluate XAI Methods
  18 Nov 2020 0 repositories listed
• A Learning Theoretic Perspective on Local Explainability
  2 Nov 2020 0 repositories listed
• Interpretable Machine Learning Models for Predicting and Explaining Vehicle Fuel Consumption Anomalies
  28 Oct 2020 0 repositories listed
• On Explaining Decision Trees
  21 Oct 2020 0 repositories listed
• Interpretable Machine Learning -- A Brief History, State-of-the-Art and Challenges
  19 Oct 2020 0 repositories listed
• Novel Topological Shapes of Model Interpretability
  10 Oct 2020 0 repositories listed
• Machine learning with persistent homology and chemical word embeddings improves prediction accuracy and interpretability in metal-organic frameworks
  1 Oct 2020 0 repositories listed
• Quantifying and Learning Disentangled Representations with Limited Supervision
  28 Sep 2020 0 repositories listed
• Accurate and Interpretable Machine Learning for Transparent Pricing of Health Insurance Plans
  23 Sep 2020 0 repositories listed
• Deducing neighborhoods of classes from a fitted model
  11 Sep 2020 0 repositories listed
• On the Use of Interpretable Machine Learning for the Management of Data Quality
  29 Jul 2020 0 repositories listed
• Closed-Form Expressions for Global and Local Interpretation of Tsetlin Machines with Applications to Explaining High-Dimensional Data
  27 Jul 2020 0 repositories listed
• An Interpretable Probabilistic Approach for Demystifying Black-box Predictive Models
  21 Jul 2020 0 repositories listed
• On quantitative aspects of model interpretability
  15 Jul 2020 0 repositories listed
• Variable Selection via Thompson Sampling
  1 Jul 2020 0 repositories listed
• Causality Learning: A New Perspective for Interpretable Machine Learning
  27 Jun 2020 0 repositories listed
• A Semiparametric Approach to Interpretable Machine Learning
  8 Jun 2020 0 repositories listed
• Using an interpretable Machine Learning approach to study the drivers of International Migration
  5 Jun 2020 0 repositories listed
• Physically interpretable machine learning algorithm on multidimensional non-linear fields
  28 May 2020 0 repositories listed
• Towards Analogy-Based Explanations in Machine Learning
  23 May 2020 0 repositories listed
• Interpreting Neural Ranking Models using Grad-CAM
  12 May 2020 0 repositories listed
• Interpretable Learning-to-Rank with Generalized Additive Models
  6 May 2020 0 repositories listed
• Adversarial Attacks and Defenses: An Interpretation Perspective
  23 Apr 2020 0 repositories listed
• From Physics-Based Models to Predictive Digital Twins via Interpretable Machine Learning
  23 Apr 2020 0 repositories listed
• Interpretable machine learning models: a physics-based view
  22 Mar 2020 0 repositories listed
• Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications
  17 Mar 2020 0 repositories listed
• Interpretability of machine learning based prediction models in healthcare
  20 Feb 2020 0 repositories listed
• Decoding pedestrian and automated vehicle interactions using immersive virtual reality and interpretable deep learning
  18 Feb 2020 0 repositories listed
• Interpretable Machine Learning Model for Early Prediction of Mortality in Elderly Patients with Multiple Organ Dysfunction Syndrome (MODS): a Multicenter Retrospective Study and Cross Validation
  28 Jan 2020 0 repositories listed
• One Explanation Does Not Fit All: The Promise of Interactive Explanations for Machine Learning Transparency
  27 Jan 2020 0 repositories listed
• Extending Class Activation Mapping Using Gaussian Receptive Field
  15 Jan 2020 0 repositories listed
• Explainable Deep Relational Networks for Predicting Compound-Protein Affinities and Contacts
  29 Dec 2019 0 repositories listed
• Exploring Interpretability for Predictive Process Analytics
  22 Dec 2019 0 repositories listed
• Towards personalized diagnosis of Glioblastoma in Fluid-attenuated inversion recovery (FLAIR) by topological interpretable machine learning
  17 Dec 2019 0 repositories listed
• Topological data analysis of zebrafish patterns
  18 Oct 2019 0 repositories listed
• Interpretable Convolutional Neural Networks for Preterm Birth Classification
  30 Sep 2019 0 repositories listed
• MonoNet: Towards Interpretable Models by Learning Monotonic Features
  30 Sep 2019 0 repositories listed