Browse State-of-the-Art › Interpretable Machine Learning › Papers, page 3

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 3 of 6: papers 201 to 300 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.

• Offensive Language Detection Explained
  1 May 2020 1 repository listed
• Revealing the Phase Diagram of Kitaev Materials by Machine Learning: Cooperation and Competition between Spin Liquids
  29 Apr 2020 1 repository listed
• Understanding the decisions of CNNs: An in-model approach
  11 Apr 2020 1 repository listed
• A machine learning methodology for real-time forecasting of the 2019-2020 COVID-19 outbreak using Internet searches, news alerts, and estimates from mechanistic models
  8 Apr 2020 1 repository listed
• Born-Again Tree Ensembles
  24 Mar 2020 1 repository listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
• Interpreting Machine Learning Malware Detectors Which Leverage N-gram Analysis
  27 Jan 2020 1 repository listed
• A Decision-Theoretic Approach for Model Interpretability in Bayesian Framework
  21 Oct 2019 1 repository listed
• Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks
  20 Aug 2019 1 repository listed
• Optimize TSK Fuzzy Systems for Classification Problems: Mini-Batch Gradient Descent with Uniform Regularization and Batch Normalization
  1 Aug 2019 1 repository listed
• Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness
  7 Jun 2019 1 repository listed
• Visualization of Convolutional Neural Networks for Monocular Depth Estimation
  6 Apr 2019 1 repository listed
• Re-Ranking Words to Improve Interpretability of Automatically Generated Topics
  29 Mar 2019 1 repository listed
• Regularizing Black-box Models for Improved Interpretability
  18 Feb 2019 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Comparative Document Summarisation via Classification
  6 Dec 2018 1 repository listed
• MLIC: A MaxSAT-Based framework for learning interpretable classification rules
  5 Dec 2018 1 repository listed
• Signed iterative random forests to identify enhancer-associated transcription factor binding
  16 Oct 2018 1 repository listed
• iNNvestigate neural networks!
  13 Aug 2018 1 repository listed
• Hierarchical interpretations for neural network predictions
  14 Jun 2018 1 repository listed
• Manipulating and Measuring Model Interpretability
  21 Feb 2018 1 repository listed
• Gaining Free or Low-Cost Transparency with Interpretable Partial Substitute
  12 Feb 2018 1 repository listed
• A Human-Grounded Evaluation Benchmark for Local Explanations of Machine Learning
  16 Jan 2018 1 repository listed
• The (Un)reliability of saliency methods
  2 Nov 2017 1 repository listed
• Explaining Recurrent Neural Network Predictions in Sentiment Analysis
  22 Jun 2017 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• "What is Relevant in a Text Document?": An Interpretable Machine Learning Approach
  23 Dec 2016 1 repository listed
• GENESIM: genetic extraction of a single, interpretable model
  17 Nov 2016 1 repository listed
• Predictive learning via rule ensembles
  11 Nov 2008 1 repository listed
• Can "consciousness" be observed from large language model (LLM) internal states? Dissecting LLM representations obtained from Theory of Mind test with Integrated Information Theory and Span Representation analysis
  26 Jun 2025 0 repositories listed
• The Most Important Features in Generalized Additive Models Might Be Groups of Features
  24 Jun 2025 0 repositories listed
• Risk Estimation of Knee Osteoarthritis Progression via Predictive Multi-task Modelling from Efficient Diffusion Model using X-ray Images
  17 Jun 2025 0 repositories listed
• Interpretable representation learning of quantum data enabled by probabilistic variational autoencoders
  13 Jun 2025 0 repositories listed
• An Attention-based Spatio-Temporal Neural Operator for Evolving Physics
  12 Jun 2025 0 repositories listed
• An Interpretable Machine Learning Approach in Predicting Inflation Using Payments System Data: A Case Study of Indonesia
  12 Jun 2025 0 repositories listed
• Predicting Postoperative Stroke in Elderly SICU Patients: An Interpretable Machine Learning Model Using MIMIC Data
  2 Jun 2025 0 repositories listed
• Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100
  1 Jun 2025 0 repositories listed
• Data Model Design for Explainable Machine Learning-based Electricity Applications
  29 May 2025 0 repositories listed
• Interpretable Machine Learning for Macro Alpha: A News Sentiment Case Study
  22 May 2025 0 repositories listed
• Are machine learning interpretations reliable? A stability study on global interpretations
  21 May 2025 0 repositories listed
• Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients
  19 May 2025 0 repositories listed
• Advancing Tabular Stroke Modelling Through a Novel Hybrid Architecture and Feature-Selection Synergy
  18 May 2025 0 repositories listed
• On the definition and importance of interpretability in scientific machine learning
  16 May 2025 0 repositories listed
• Enhanced Photonic Chip Design via Interpretable Machine Learning Techniques
  14 May 2025 0 repositories listed
• Understanding molecular ratios in the carbon and oxygen poor outer Milky Way with interpretable machine learning
  13 May 2025 0 repositories listed
• Navigating the Rashomon Effect: How Personalization Can Help Adjust Interpretable Machine Learning Models to Individual Users
  11 May 2025 0 repositories listed
• Attention Mechanisms in Dynamical Systems: A Case Study with Predator-Prey Models
  10 May 2025 0 repositories listed
• Towards Probabilistic Dynamic Security Assessment and Enhancement of Large Power Systems
  2 May 2025 0 repositories listed
• Interpretable machine learning-guided design of Fe-based soft magnetic alloys
  28 Apr 2025 0 repositories listed
• Causal rule ensemble approach for multi-arm data
  24 Apr 2025 0 repositories listed
• Towards Simple Machine Learning Baselines for GNSS RFI Detection
  8 Apr 2025 0 repositories listed
• Interpretable Machine Learning in Physics: A Review
  30 Mar 2025 0 repositories listed
• Predicting Treatment Response in Body Dysmorphic Disorder with Interpretable Machine Learning
  13 Mar 2025 0 repositories listed
• XAI4Extremes: An interpretable machine learning framework for understanding extreme-weather precursors under climate change
  11 Mar 2025 0 repositories listed
• Diagnostic-free onboard battery health assessment
  10 Mar 2025 0 repositories listed
• A Frank System for Co-Evolutionary Hybrid Decision-Making
  8 Mar 2025 0 repositories listed
• Near Optimal Decision Trees in a SPLIT Second
  21 Feb 2025 0 repositories listed
• An Interpretable Machine Learning Approach to Understanding the Relationships between Solar Flares and Source Active Regions
  20 Feb 2025 0 repositories listed
• Interpretable Machine Learning for Kronecker Coefficients
  17 Feb 2025 0 repositories listed
• Investigating Role of Personal Factors in Shaping Responses to Active Shooter Incident using Machine Learning
  17 Feb 2025 0 repositories listed
• High-Throughput Computational Screening and Interpretable Machine Learning of Metal-organic Frameworks for Iodine Capture
  14 Feb 2025 0 repositories listed
• Unfolding Tensors to Identify the Graph in Discrete Latent Bipartite Graphical Models
  18 Jan 2025 0 repositories listed
• Interpretable machine-learning for predicting molecular weight of PLA based on artificial bee colony optimization algorithm and adaptive neurofuzzy inference system
  13 Jan 2025 0 repositories listed
• The explanation dialogues: an expert focus study to understand requirements towards explanations within the GDPR
  9 Jan 2025 0 repositories listed
• Sequencing Silicates in the IRS Debris Disk Catalog I: Methodology for Unsupervised Clustering
  2 Jan 2025 0 repositories listed
• Analyzing Country-Level Vaccination Rates and Determinants of Practical Capacity to Administer COVID-19 Vaccines
  30 Dec 2024 0 repositories listed
• Category-Specific Topological Learning of Metal-Organic Frameworks
  16 Dec 2024 0 repositories listed
• A comprehensive interpretable machine learning framework for Mild Cognitive Impairment and Alzheimer's disease diagnosis
  12 Dec 2024 0 repositories listed
• Explaining the Unexplained: Revealing Hidden Correlations for Better Interpretability
  2 Dec 2024 0 repositories listed
• Data-driven model reconstruction for nonlinear wave dynamics
  18 Nov 2024 0 repositories listed
• Expert Study on Interpretable Machine Learning Models with Missing Data
  14 Nov 2024 0 repositories listed
• MCCE: Missingness-aware Causal Concept Explainer
  14 Nov 2024 0 repositories listed
• Learning Model Agnostic Explanations via Constraint Programming
  13 Nov 2024 0 repositories listed
• Info-CELS: Informative Saliency Map Guided Counterfactual Explanation
  27 Oct 2024 0 repositories listed
• Interpretable Multimodal Machine Learning Analysis of X-ray Absorption Near-Edge Spectra and Pair Distribution Functions
  22 Oct 2024 0 repositories listed
• Establishing Nationwide Power System Vulnerability Index across US Counties Using Interpretable Machine Learning
  11 Oct 2024 0 repositories listed
• GAMformer: In-Context Learning for Generalized Additive Models
  6 Oct 2024 0 repositories listed
• "Oh LLM, I'm Asking Thee, Please Give Me a Decision Tree": Zero-Shot Decision Tree Induction and Embedding with Large Language Models
  27 Sep 2024 0 repositories listed
• Recent advances in interpretable machine learning using structure-based protein representations
  26 Sep 2024 0 repositories listed
• Beyond Model Interpretability: Socio-Structural Explanations in Machine Learning
  5 Sep 2024 0 repositories listed
• Leveraging Large Language Models through Natural Language Processing to provide interpretable Machine Learning predictions of mental deterioration in real time
  5 Sep 2024 0 repositories listed
• PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification
  28 Aug 2024 0 repositories listed
• Subgroup Analysis via Model-based Rule Forest
  27 Aug 2024 0 repositories listed
• Enhanced Infield Agriculture with Interpretable Machine Learning Approaches for Crop Classification
  22 Aug 2024 0 repositories listed
• Neural-ANOVA: Model Decomposition for Interpretable Machine Learning
  22 Aug 2024 0 repositories listed
• OPTDTALS: Approximate Logic Synthesis via Optimal Decision Trees Approach
  22 Aug 2024 0 repositories listed
• Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions
  18 Aug 2024 0 repositories listed
• Phononic materials with effectively scale-separated hierarchical features using interpretable machine learning
  15 Aug 2024 0 repositories listed
• META-ANOVA: Screening interactions for interpretable machine learning
  2 Aug 2024 0 repositories listed
• Preference-Based Abstract Argumentation for Case-Based Reasoning (with Appendix)
  31 Jul 2024 0 repositories listed
• A Survey of Malware Detection Using Deep Learning
  27 Jul 2024 0 repositories listed
• Achieving interpretable machine learning by functional decomposition of black-box models into explainable predictor effects
  26 Jul 2024 0 repositories listed
• Early screening of potential breakthrough technologies with enhanced interpretability: A patent-specific hierarchical attention network model
  24 Jul 2024 0 repositories listed
• Generally-Occurring Model Change for Robust Counterfactual Explanations
  16 Jul 2024 0 repositories listed
• Integrating White and Black Box Techniques for Interpretable Machine Learning
  12 Jul 2024 0 repositories listed
• Detecting new obfuscated malware variants: A lightweight and interpretable machine learning approach
  7 Jul 2024 0 repositories listed
• Machine Learning for Economic Forecasting: An Application to China's GDP Growth
  4 Jul 2024 0 repositories listed
• Selecting Interpretability Techniques for Healthcare Machine Learning models
  14 Jun 2024 0 repositories listed
• Interpretable machine learning approach for electron antineutrino selection in a large liquid scintillator detector
  9 Jun 2024 0 repositories listed
• Tensor Polynomial Additive Model
  5 Jun 2024 0 repositories listed
• Learning Discrete Concepts in Latent Hierarchical Models
  1 Jun 2024 0 repositories listed
• A Sim2Real Approach for Identifying Task-Relevant Properties in Interpretable Machine Learning
  31 May 2024 0 repositories listed
• Predicting Many Crystal Properties via an Adaptive Transformer-based Framework
  29 May 2024 0 repositories listed

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.