Browse State-of-the-Art › Interpretable Machine Learning › Papers, page 4

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 4 of 6: papers 301 to 400 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.

• Review of Interpretable Machine Learning Models for Disease Prognosis
  19 May 2024 0 repositories listed
• On the Shape of Brainscores for Large Language Models (LLMs)
  10 May 2024 0 repositories listed
• Mathematics of statistical sequential decision-making: concentration, risk-awareness and modelling in stochastic bandits, with applications to bariatric surgery
  3 May 2024 0 repositories listed
• Rapid Shear Capacity Prediction of TRM-Strengthened Unreinforced Masonry Walls through Interpretable Machine Learning using a Web App
  30 Apr 2024 0 repositories listed
• Feature graphs for interpretable unsupervised tree ensembles: centrality, interaction, and application in disease subtyping
  27 Apr 2024 0 repositories listed
• Cycle Life Prediction for Lithium-ion Batteries: Machine Learning and More
  5 Apr 2024 0 repositories listed
• Comprehensible Artificial Intelligence on Knowledge Graphs: A survey
  4 Apr 2024 0 repositories listed
• Interpretable Machine Learning for Weather and Climate Prediction: A Survey
  24 Mar 2024 0 repositories listed
• Self-Attention Based Semantic Decomposition in Vector Symbolic Architectures
  20 Mar 2024 0 repositories listed
• Leveraging advances in machine learning for the robust classification and interpretation of networks
  20 Mar 2024 0 repositories listed
• A Concept-based Interpretable Model for the Diagnosis of Choroid Neoplasias using Multimodal Data
  8 Mar 2024 0 repositories listed
• LCEN: A Novel Feature Selection Algorithm for Nonlinear, Interpretable Machine Learning Models
  27 Feb 2024 0 repositories listed
• Explaining Kernel Clustering via Decision Trees
  15 Feb 2024 0 repositories listed
• Large Language Model-Based Interpretable Machine Learning Control in Building Energy Systems
  14 Feb 2024 0 repositories listed
• Challenges in Variable Importance Ranking Under Correlation
  5 Feb 2024 0 repositories listed
• Reducing Optimism Bias in Incomplete Cooperative Games
  2 Feb 2024 0 repositories listed
• Interactive Mars Image Content-Based Search with Interpretable Machine Learning
  19 Jan 2024 0 repositories listed
• Enhancing Dynamical System Modeling through Interpretable Machine Learning Augmentations: A Case Study in Cathodic Electrophoretic Deposition
  16 Jan 2024 0 repositories listed
• SynHING: Synthetic Heterogeneous Information Network Generation for Graph Learning and Explanation
  7 Jan 2024 0 repositories listed
• A Maritime Industry Experience for Vessel Operational Anomaly Detection: Utilizing Deep Learning Augmented with Lightweight Interpretable Models
  30 Dec 2023 0 repositories listed
• Ensemble Interpretation: A Unified Method for Interpretable Machine Learning
  11 Dec 2023 0 repositories listed
• Taming Waves: A Physically-Interpretable Machine Learning Framework for Realizable Control of Wave Dynamics
  27 Nov 2023 0 repositories listed
• The Pros and Cons of Using Machine Learning and Interpretable Machine Learning Methods in psychiatry detection applications, specifically depression disorder: A Brief Review
  11 Nov 2023 0 repositories listed
• An Interpretable Machine Learning Framework to Understand Bikeshare Demand before and during the COVID-19 Pandemic in New York City
  10 Nov 2023 0 repositories listed
• The Pros and Cons of Using Machine Learning and Interpretable Machine Learning Methods In Psychiatry Detection Applications, Specifically Depression Disorder: A Brief Review.
  1 Nov 2023 0 repositories listed
• Hidden Citations Obscure True Impact in Science
  24 Oct 2023 0 repositories listed
• Generalized Convergence Analysis of Tsetlin Machines: A Probabilistic Approach to Concept Learning
  3 Oct 2023 0 repositories listed
• ML4EJ: Decoding the Role of Urban Features in Shaping Environmental Injustice Using Interpretable Machine Learning
  3 Oct 2023 0 repositories listed
• Neural Stochastic Differential Equations for Robust and Explainable Analysis of Electromagnetic Unintended Radiated Emissions
  27 Sep 2023 0 repositories listed
• Fast Approximation of the Shapley Values Based on Order-of-Addition Experimental Designs
  16 Sep 2023 0 repositories listed
• Causal Entropy and Information Gain for Measuring Causal Control
  14 Sep 2023 0 repositories listed
• Operator-Based Detecting, Learning, and Stabilizing Unstable Periodic Orbits of Chaotic Attractors
  7 Sep 2023 0 repositories listed
• Expanding Mars Climate Modeling: Interpretable Machine Learning for Modeling MSL Relative Humidity
  4 Sep 2023 0 repositories listed
• Measuring, Interpreting, and Improving Fairness of Algorithms using Causal Inference and Randomized Experiments
  4 Sep 2023 0 repositories listed
• Development and validation of an interpretable machine learning-based calculator for predicting 5-year weight trajectories after bariatric surgery: a multinational retrospective cohort SOPHIA study
  31 Aug 2023 0 repositories listed
• Structural Node Embeddings with Homomorphism Counts
  29 Aug 2023 0 repositories listed
• Improving Clinical Decision Support through Interpretable Machine Learning and Error Handling in Electronic Health Records
  21 Aug 2023 0 repositories listed
• An Interpretable Machine Learning Model with Deep Learning-based Imaging Biomarkers for Diagnosis of Alzheimer's Disease
  15 Aug 2023 0 repositories listed
• Interpretable Machine Learning for Discovery: Statistical Challenges & Opportunities
  2 Aug 2023 0 repositories listed
• Is Grad-CAM Explainable in Medical Images?
  20 Jul 2023 0 repositories listed
• Measuring Perceived Trust in XAI-Assisted Decision-Making by Eliciting a Mental Model
  15 Jul 2023 0 repositories listed
• Machine learning and Topological data analysis identify unique features of human papillae in 3D scans
  12 Jul 2023 0 repositories listed
• Decoding Urban-health Nexus: Interpretable Machine Learning Illuminates Cancer Prevalence based on Intertwined City Features
  20 Jun 2023 0 repositories listed
• Explainable AI using expressive Boolean formulas
  6 Jun 2023 0 repositories listed
• Explainable Machine Learning for Categorical and Mixed Data with Lossless Visualization
  29 May 2023 0 repositories listed
• Parallel Coordinates for Discovery of Interpretable Machine Learning Models
  28 May 2023 0 repositories listed
• Interpretable Machine Learning based on Functional ANOVA Framework: Algorithms and Comparisons
  25 May 2023 0 repositories listed
• Reliability Scores from Saliency Map Clusters for Improved Image-based Harvest-Readiness Prediction in Cauliflower
  24 May 2023 0 repositories listed
• A Novel Memetic Strategy for Optimized Learning of Classification Trees
  13 May 2023 0 repositories listed
• Missing Values and Imputation in Healthcare Data: Can Interpretable Machine Learning Help?
  23 Apr 2023 0 repositories listed
• Differentiable Genetic Programming for High-dimensional Symbolic Regression
  18 Apr 2023 0 repositories listed
• An Interpretable Approach to Load Profile Forecasting in Power Grids using Galerkin-Approximated Koopman Pseudospectra
  16 Apr 2023 0 repositories listed
• Interpretable machine learning-accelerated seed treatment by nanomaterials for environmental stress alleviation
  8 Apr 2023 0 repositories listed
• Interpretable machine learning of amino acid patterns in proteins: a statistical ensemble approach
  27 Mar 2023 0 repositories listed
• Integration of Radiomics and Tumor Biomarkers in Interpretable Machine Learning Models
  20 Mar 2023 0 repositories listed
• Tribe or Not? Critical Inspection of Group Differences Using TribalGram
  16 Mar 2023 0 repositories listed
• Predicting Hurricane Evacuation Decisions with Interpretable Machine Learning Models
  12 Mar 2023 0 repositories listed
• Causal Dependence Plots
  7 Mar 2023 0 repositories listed
• Knowledge Discovery from Atomic Structures using Feature Importances
  28 Feb 2023 0 repositories listed
• Explanations for Automatic Speech Recognition
  27 Feb 2023 0 repositories listed
• Applying BERT and ChatGPT for Sentiment Analysis of Lyme Disease in Scientific Literature
  7 Feb 2023 0 repositories listed
• The Contextual Lasso: Sparse Linear Models via Deep Neural Networks
  2 Feb 2023 0 repositories listed
• Data-driven Approach for Static Hedging of Exchange Traded Options
  1 Feb 2023 0 repositories listed
• SkinCon: A skin disease dataset densely annotated by domain experts for fine-grained model debugging and analysis
  1 Feb 2023 0 repositories listed
• Interpretable Classification of Early Stage Parkinson's Disease from EEG
  20 Jan 2023 0 repositories listed
• Explainable, Interpretable & Trustworthy AI for Intelligent Digital Twin: Case Study on Remaining Useful Life
  17 Jan 2023 0 repositories listed
• An interpretable machine learning system for colorectal cancer diagnosis from pathology slides
  6 Jan 2023 0 repositories listed
• Greenhouse gases emissions: estimating corporate non-reported emissions using interpretable machine learning
  21 Dec 2022 0 repositories listed
• Interpretability and causal discovery of the machine learning models to predict the production of CBM wells after hydraulic fracturing
  21 Dec 2022 0 repositories listed
• Shapley variable importance cloud for machine learning models
  16 Dec 2022 0 repositories listed
• MAntRA: A framework for model agnostic reliability analysis
  13 Dec 2022 0 repositories listed
• Fast Parallel Exact Inference on Bayesian Networks: Poster
  8 Dec 2022 0 repositories listed
• Interpretability with full complexity by constraining feature information
  30 Nov 2022 0 repositories listed
• Overcoming Catastrophic Forgetting by XAI
  25 Nov 2022 0 repositories listed
• Rethinking Log Odds: Linear Probability Modelling and Expert Advice in Interpretable Machine Learning
  11 Nov 2022 0 repositories listed
• What Makes a Good Explanation?: A Harmonized View of Properties of Explanations
  10 Nov 2022 0 repositories listed
• Reconstruction and analysis of negatively buoyant jets with interpretable machine learning
  10 Nov 2022 0 repositories listed
• Motif-guided Time Series Counterfactual Explanations
  8 Nov 2022 0 repositories listed
• On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach
  2 Nov 2022 0 repositories listed
• An Experimental Study of Dimension Reduction Methods on Machine Learning Algorithms with Applications to Psychometrics
  19 Oct 2022 0 repositories listed
• Application of Explainable Machine Learning in Detecting and Classifying Ransomware Families Based on API Call Analysis
  16 Oct 2022 0 repositories listed
• Fine-grained Anomaly Detection in Sequential Data via Counterfactual Explanations
  9 Oct 2022 0 repositories listed
• Generalized Groves of Neural Additive Models: Pursuing transparent and accurate machine learning models in finance
  21 Sep 2022 0 repositories listed
• Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description
  15 Sep 2022 0 repositories listed
• Interpretable Machine Learning for Power Systems: Establishing Confidence in SHapley Additive exPlanations
  13 Sep 2022 0 repositories listed
• A Case Study on the Classification of Lost Circulation Events During Drilling using Machine Learning Techniques on an Imbalanced Large Dataset
  4 Sep 2022 0 repositories listed
• Interpretable Boosted Decision Tree Analysis for the Majorana Demonstrator
  21 Jul 2022 0 repositories listed
• Explainable Human-in-the-loop Dynamic Data-Driven Digital Twins
  19 Jul 2022 0 repositories listed
• Using Model-Based Trees with Boosting to Fit Low-Order Functional ANOVA Models
  14 Jul 2022 0 repositories listed
• Using Interpretable Machine Learning to Predict Maternal and Fetal Outcomes
  12 Jul 2022 0 repositories listed
• From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process
  11 Jul 2022 0 repositories listed
• Linguistically inspired roadmap for building biologically reliable protein language models
  3 Jul 2022 0 repositories listed
• Interpretable machine learning optimization (InterOpt) for operational parameters: a case study of highly-efficient shale gas development
  20 Jun 2022 0 repositories listed
• Scientific Inference With Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena
  11 Jun 2022 0 repositories listed
• Using Interpretable Machine Learning to Massively Increase the Number of Antibody-Virus Interactions Across Studies
  10 Jun 2022 0 repositories listed
• Model-Agnostic Confidence Intervals for Feature Importance: A Fast and Powerful Approach Using Minipatch Ensembles
  5 Jun 2022 0 repositories listed
• Additive Higher-Order Factorization Machines
  28 May 2022 0 repositories listed
• ExMo: Explainable AI Model using Inverse Frequency Decision Rules
  20 May 2022 0 repositories listed
• Pest presence prediction using interpretable machine learning
  16 May 2022 0 repositories listed
• Efficient Learning of Interpretable Classification Rules
  14 May 2022 0 repositories listed