Browse State-of-the-Art › Feature Importance › Papers, page 8
Feature Importance
Papers archive 2025-07-28
archive papers tagged: 890 · with a code link: 335 · where Syntology ran a sample: 55 (48 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (55 of 890 tagged: 48 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)
Page 8 of 9: papers 701 to 800 of 890, 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.
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Learning to Detect Critical Nodes in Sparse Graphs via Feature Importance Awareness3 Dec 2021 0 repositories listed
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Shapley Residuals: Quantifying the limits of the Shapley value for explanations1 Dec 2021 0 repositories listed
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Automated Speech Scoring System Under The Lens: Evaluating and interpreting the linguistic cues for language proficiency30 Nov 2021 0 repositories listed
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Asian Giant Hornet Control based on Image Processing and Biological Dispersal26 Nov 2021 0 repositories listed
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Is Shapley Explanation for a model unique?23 Nov 2021 0 repositories listed
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Interpretable Models via Pairwise permutations algorithm17 Nov 2021 0 repositories listed
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Cross-cultural Emotion Classification: the Effect of Emotional Intensity and Acoustic Features16 Nov 2021 0 repositories listed
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Reshaping Smart Energy Transition: An analysis of human-building interactions in Qatar Using Machine Learning Techniques16 Nov 2021 0 repositories listed
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Rationale production to support clinical decision-making15 Nov 2021 0 repositories listed
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"Will You Find These Shortcuts?" A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification14 Nov 2021 0 repositories listed
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Beyond Importance Scores: Interpreting Tabular ML by Visualizing Feature Semantics10 Nov 2021 0 repositories listed
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Unsupervised Learning to Subphenotype Delirium Patients from Electronic Health Records31 Oct 2021 0 repositories listed
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A Survey on the Robustness of Feature Importance and Counterfactual Explanations30 Oct 2021 0 repositories listed
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On the explainability of hospitalization prediction on a large COVID-19 patient dataset28 Oct 2021 0 repositories listed
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ML-Based Analysis to Identify Speech Features Relevant in Predicting Alzheimer's Disease25 Oct 2021 0 repositories listed
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Mechanistic Interpretation of Machine Learning Inference: A Fuzzy Feature Importance Fusion Approach22 Oct 2021 0 repositories listed
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AEFE: Automatic Embedded Feature Engineering for Categorical Features19 Oct 2021 0 repositories listed
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On Predictive Explanation of Data Anomalies18 Oct 2021 0 repositories listed
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Lexicon Creation for Interpretable NLP Models16 Oct 2021 0 repositories listed
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Logic Constraints to Feature Importances13 Oct 2021 0 repositories listed
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Topological Data Analysis (TDA) Techniques Enhance Hand Pose Classification from ECoG Neural Recordings9 Oct 2021 0 repositories listed
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On the Trustworthiness of Tree Ensemble Explainability Methods30 Sep 2021 0 repositories listed
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Cluster-based Feature Importance Learning for Electronic Health Record Time-series29 Sep 2021 0 repositories listed
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Interpreting Black-boxes Using Primitive Parameterized Functions29 Sep 2021 0 repositories listed
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Mask and Understand: Evaluating the Importance of Parameters29 Sep 2021 0 repositories listed
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Towards trustworthy explanations with gradient-based attribution methods24 Sep 2021 0 repositories listed
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Comparing Feature-Engineering and Feature-Learning Approaches for Multilingual Translationese Classification15 Sep 2021 0 repositories listed
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Automatic Componentwise Boosting: An Interpretable AutoML System12 Sep 2021 0 repositories listed
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Feature Importance in Gradient Boosting Trees with Cross-Validation Feature Selection12 Sep 2021 0 repositories listed
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Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process3 Sep 2021 0 repositories listed
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Feature Importance in a Deep Learning Climate Emulator27 Aug 2021 0 repositories listed
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Data-driven advice for interpreting local and global model predictions in bioinformatics problems13 Aug 2021 0 repositories listed
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Explaining Algorithmic Fairness Through Fairness-Aware Causal Path Decomposition11 Aug 2021 0 repositories listed
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Improved Feature Importance Computations for Tree Models: Shapley vs. Banzhaf9 Aug 2021 0 repositories listed
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One Map Does Not Fit All: Evaluating Saliency Map Explanation on Multi-Modal Medical Images11 Jul 2021 0 repositories listed
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Feature importance recap and stacking models for forex price prediction6 Jul 2021 0 repositories listed
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Feature Importance Guided Attack: A Model Agnostic Adversarial Attack28 Jun 2021 0 repositories listed
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Interpreting Criminal Charge Prediction and Its Algorithmic Bias via Quantum-Inspired Complex Valued Networks25 Jun 2021 0 repositories listed
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Machine learning to tame divergent density functional approximations: a new path to consensus materials design principles24 Jun 2021 0 repositories listed
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FairCanary: Rapid Continuous Explainable Fairness13 Jun 2021 0 repositories listed
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Predicting Knowledge Gain during Web Search based on Multimedia Resource Consumption11 Jun 2021 0 repositories listed
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Evaluating Local Explanations using White-box Models4 Jun 2021 0 repositories listed
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Evaluating the Correctness of Explainable AI Algorithms for Classification20 May 2021 0 repositories listed
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Learning Bermudans3 May 2021 0 repositories listed
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Regularizing Explanations in Bayesian Convolutional Neural Networks29 Apr 2021 0 repositories listed
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Twin Systems for DeepCBR: A Menagerie of Deep Learning and Case-Based Reasoning Pairings for Explanation and Data Augmentation29 Apr 2021 0 repositories listed
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LCS-DIVE: An Automated Rule-based Machine Learning Visualization Pipeline for Characterizing Complex Associations in Classification26 Apr 2021 0 repositories listed
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Facilitating Machine Learning Model Comparison and Explanation Through A Radial Visualisation15 Apr 2021 0 repositories listed
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Model LineUpper: Supporting Interactive Model Comparison at Multiple Levels for AutoML9 Apr 2021 0 repositories listed
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Hollow-tree Super: a directional and scalable approach for feature importance in boosted tree models7 Apr 2021 0 repositories listed
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Online Feature Screening for Data Streams with Concept Drift7 Apr 2021 0 repositories listed
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Feature Selection for Imbalanced Data with Deep Sparse Autoencoders Ensemble22 Mar 2021 0 repositories listed
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Image Classifiers for Network Intrusions13 Mar 2021 0 repositories listed
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Trustworthy Disease Discovery: A Case Study in Alzheimer’s13 Mar 2021 0 repositories listed
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Interpretable Data-driven Methods for Subgrid-scale Closure in LES for Transcritical LOX/GCH4 Combustion11 Mar 2021 0 repositories listed
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A Comparative Approach to Explainable Artificial Intelligence Methods in Application to High-Dimensional Electronic Health Records: Examining the Usability of XAI8 Mar 2021 0 repositories listed
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Understanding & Predicting User Lifetime with Machine Learning in an Anonymous Location-Based Social Network1 Mar 2021 0 repositories listed
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An Explainable Artificial Intelligence Approach for Unsupervised Fault Detection and Diagnosis in Rotating Machinery23 Feb 2021 0 repositories listed
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Intuitively Assessing ML Model Reliability through Example-Based Explanations and Editing Model Inputs17 Feb 2021 0 repositories listed
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MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset12 Feb 2021 0 repositories listed
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Feature Analyses and Modelling of Lithium-ion Batteries Manufacturing based on Random Forest Classification10 Feb 2021 0 repositories listed
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WheaCha: A Method for Explaining the Predictions of Models of Code9 Feb 2021 0 repositories listed
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Website fingerprinting on early QUIC traffic28 Jan 2021 0 repositories listed
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Continual Deterioration Prediction for Hospitalized COVID-19 Patients19 Jan 2021 0 repositories listed
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Robusta: Robust AutoML for Feature Selection via Reinforcement Learning15 Jan 2021 0 repositories listed
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Day-ahead electricity price prediction applying hybrid models of LSTM-based deep learning methods and feature selection algorithms under consideration of market coupling13 Jan 2021 0 repositories listed
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Contrastive Learning Improves Critical Event Prediction in COVID-19 Patients11 Jan 2021 0 repositories listed
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Explaining the Black-box Smoothly- A Counterfactual Approach11 Jan 2021 0 repositories listed
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Modeling Household Online Shopping Demand in the U.S.: A Machine Learning Approach and Comparative Investigation between 2009 and 201711 Jan 2021 0 repositories listed
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Democratizing Evaluation of Deep Model Interpretability through Consensus1 Jan 2021 0 repositories listed
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Prediction of Enzyme Specificity using Protein Graph Convolutional Neural Networks1 Jan 2021 0 repositories listed
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Elastic Net based Feature Ranking and Selection30 Dec 2020 0 repositories listed
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Using Spatio-temporal Deep Learning for Forecasting Demand and Supply-demand Gap in Ride-hailing System with Anonymised Spatial Adjacency Information16 Dec 2020 0 repositories listed
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Shapley values for cluster importance: How clusters of the training data affect a prediction7 Dec 2020 0 repositories listed
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Representaciones del aprendizaje reutilizando los gradientes de la retropropagacion6 Dec 2020 0 repositories listed
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A Linguistic Perspective on Reference: Choosing a Feature Set for Generating Referring Expressions in Context1 Dec 2020 0 repositories listed
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Hate and Toxic Speech Detection in the Context of Covid-19 Pandemic using XAI: Ongoing Applied Research1 Dec 2020 0 repositories listed
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What went wrong and when? Instance-wise feature importance for time-series black-box models1 Dec 2020 0 repositories listed
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FIST: A Feature-Importance Sampling and Tree-Based Method for Automatic Design Flow Parameter Tuning26 Nov 2020 0 repositories listed
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Bayesian Importance of Features (BIF)26 Oct 2020 0 repositories listed
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Multilabel 12-Lead Electrocardiogram Classification Using Gradient Boosting Tree Ensemble21 Oct 2020 0 repositories listed
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TimeSHAP: Explaining Recurrent Models through Sequence Perturbations16 Oct 2020 0 repositories listed
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Explaining Neural Network Predictions for Functional Data Using Principal Component Analysis and Feature Importance15 Oct 2020 0 repositories listed
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Local vs. Global interpretations for NLP15 Oct 2020 0 repositories listed
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A data-driven approach to the forecasting of ground-level ozone concentration14 Oct 2020 0 repositories listed
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Neural Gaussian Mirror for Controlled Feature Selection in Neural Networks13 Oct 2020 0 repositories listed
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Embedded methods for feature selection in neural networks12 Oct 2020 0 repositories listed
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Exploring Sensitivity of ICF Outputs to Design Parameters in Experiments Using Machine Learning8 Oct 2020 0 repositories listed
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Computational analysis of pathological image enables interpretable prediction for microsatellite instability7 Oct 2020 0 repositories listed
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Interactive Reinforcement Learning for Feature Selection with Decision Tree in the Loop2 Oct 2020 0 repositories listed
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Accurate and Robust Feature Importance Estimation under Distribution Shifts30 Sep 2020 0 repositories listed
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Explainable AI without Interpretable Model29 Sep 2020 0 repositories listed
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A Feature Importance Analysis for Soft-Sensing-Based Predictions in a Chemical Sulphonation Process25 Sep 2020 0 repositories listed
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Demand Forecasting in Bike-sharing Systems Based on A Multiple Spatiotemporal Fusion Network23 Sep 2020 0 repositories listed
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Reconstructing Actions To Explain Deep Reinforcement Learning17 Sep 2020 0 repositories listed
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Better Model Selection with a new Definition of Feature Importance16 Sep 2020 0 repositories listed
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Towards a More Reliable Interpretation of Machine Learning Outputs for Safety-Critical Systems using Feature Importance Fusion11 Sep 2020 0 repositories listed
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Active Learning++: Incorporating Annotator's Rationale using Local Model Explanation6 Sep 2020 0 repositories listed
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Breaking the Communities: Characterizing community changing users using text mining and graph machine learning on Twitter24 Aug 2020 0 repositories listed
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Coupling Machine Learning and Crop Modeling Improves Crop Yield Prediction in the US Corn Belt28 Jul 2020 0 repositories listed