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Mechanistic Interpretability435 papersModel Interpretability269 papersMechanistic Interpretability159 papersInterpretable Models38 papersInterpretable Diabetic Retinopathy Grading25 papersInterpretive Openness25 papers

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  1. Interpretable Machine Learning for Antepartum Prediction of Pregnancy-Associated Thrombotic Microangiopathy Using Routine Longitudinal Laboratory Data

    May 13, 2026Chuanchuan Sun, Zhen Yu, Qin Fan +2Chronic Kidney DiseaseArea Under The Receiver Operating Characteristic Curve

  2. FiTS: Interpretable Spiking Neurons via Frequency Selectivity and Temporal Shaping

    May 13, 2026Jongmin Choi, Joon Son ChungSpiking Neural NetworksModulation

  3. Interpretable Coreference Resolution Evaluation Using Explicit Semantics

    May 11, 2026Bruno Gatti, Giuliano Martinelli, Roberto NavigliCoreference ResolutionHuman Grounded Evaluation

  4. Beyond the Black Box: An Interpretable Machine Learning Framework for Predicting Electronic Structure Microdescriptors and Structure-Performance Relationships in Fe-based Catalytic Systems

    May 9, 2026Oyinkansola RomiluyiHeterogeneous CatalysisLarge-Scale Electronic Structure Calculations

  5. Principle-Guided Supervision for Interpretable Uncertainty in Medical Image Segmentation

    May 9, 2026An Sui, Yuzhu Li, Gunter Schumann +2Medical Image SegmentationInput Uncertainties

  6. SGC-RML: A reliable and interpretable longitudinal assessment for PD in real-world DNS

    May 8, 2026Wenbin Wei, Ruixiang Gao, Suyuan Yao +3ParkinsonWearable Devices

  7. Streaming Adversarial Robustness in Fuzzy ARTMAP: Mechanism-Aligned Evaluation, Progressive Training, and Interpretable Diagnostics

    May 7, 2026Shane Cairns, Leonardo Enzo Brito da Silva, Sasha Petrenko +2Adversarial TransferabilityGumbel-Softmax Relaxation

  8. Gated Multimodal Learning for Interpretable Property Energy Performance Prediction and Retrofit Scenario Analysis

    May 6, 2026Yunfei Bai, Aaron Tesfa Tsion, Raul Rosales +2Energy ResourcesElectricity Price Forecasting

  9. Towards Interpretable Damage Detection based on Aerodynamic Pressure Measurements

    May 5, 2026Philip Franz, Max von Danwitz, Gregory Duthé +2Structural Health MonitoringAerodynamics

  10. Zero-Shot Interpretable Image Steganalysis for Invertible Image Hiding

    May 2, 2026Hao Wang, Yiming Yao, Yaguang Xie +2Steganography

  11. HyCOP: Hybrid Composition Operators for Interpretable Learning of PDEs

    May 1, 2026Jinpai Zhao, Nishant Panda, Yen Ting Lin +3Neural OperatorsPartial Differential Equations

  12. Interpretable experiential learning based on state history and global feedback

    May 1, 2026Anton KoloninExperience-Driven LearningFeedback Learning

  13. Towards interpretable AI with quantum annealing feature selection

    Apr 28, 2026Francesco Aldo Venturelli, Emanuele Costa, Sikha O K +3Feature SelectionGradient Flow

  14. PSP: An Interpretable Per-Dimension Accent Benchmark for Indic Text-to-Speech

    Apr 28, 2026Venkata Pushpak Teja MentaAccented SpeechZero-Shot Text-To-Speech

  15. Zero-to-CAD: Agentic Synthesis of Interpretable CAD Programs at Million-Scale Without Real Data

    Apr 27, 2026Mohammadmehdi Ataei, Farzaneh Askari, Kamal Rahimi Malekshan +1Text-To-CadComputer-Aided Design

  16. Learning Interpretable PDE Representations for Generative Reconstructions with Structured Sparsity

    Apr 26, 2026Valerie Tsao, Nathaniel Chaney, Manolis VeveakisLatent Diffusion ModelPartial Differential Equations

  17. Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction

    Apr 24, 2026Luca Cotti, Luca Lavazza, Marco Cominelli +10Human Activity RecognitionWifi

  18. Meta Additive Model: Interpretable Sparse Learning With Auto Weighting

    Apr 22, 2026Xuelin Zhang, Xinyue Liu, Lingjuan Wu +1Logistic RegressionReweighting

  19. Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers

    Apr 21, 2026Ethan KnightsSelf-Supervised Vision TransformersVision Transformer

  20. Rank-Turbulence Delta and Interpretable Approaches to Stylometric Delta Metrics

    Apr 21, 2026Dmitry Pronin, Evgeny KazartsevStylometricAuthorship

  21. ATTN-FIQA: Interpretable Attention-based Face Image Quality Assessment with Vision Transformers

    Apr 21, 2026Guray Ozgur, Tahar Chettaoui, Eduarda Caldeira +5Image Quality AssessmentFacial Recognition

  22. Scene Generation at Absolute Scale: Utilizing Semantic and Geometric Guidance From Text for Accurate and Interpretable 3D Indoor Scene Generation

    Mar 14, 2026Stefan Ainetter, Thomas Deixelberger, Edoardo A. Dominici +33D Scenes3D Generative Models

  23. Inelastic Constitutive Kolmogorov-Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models

    Feb 19, 2026Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen +26-Dof Viscoelastic MechanismKolmogorov-Arnold Networks

  24. A Tool Bottleneck Framework for Clinically-Informed and Interpretable Medical Image Understanding

    Dec 24, 2025Christina Liu, Alan Q. Wang, Joy Hsu +2Medical Vision-Language ModelsMedical Image Classification

  25. Hybrid Fact-Checking that Integrates Knowledge Graphs, Large Language Models, and Search-Based Retrieval Agents Improves Interpretable Claim Verification

    Nov 5, 2025Shaghayegh Kolli, Richard Rosenbaum, Timo Cavelius +3Fact-CheckingNoisy Claim Verification

  26. Latent Space Analysis for Interpretable Uncertainty in Melanoma Classification

    Jun 23, 2025Ciro Listone, Aniello MuranoSkin Lesion ClassificationMammography

  27. Random Rule Forest (RRF): Interpretable and Manageable Ensembles of LLM-Generated Questions for Predicting Success from Unstructured Data

    May 30, 2025Ben Griffin, Aaron Ontoyin Yin, Diego Vidaurre +4Random ForestHigh-Stakes Decision

  28. Granular-ball computing: an efficient, robust, and interpretable adaptive multi-granularity representation and computation method

    Apr 21, 2023Shuyin Xia, Guoyin Wang, Xinbo Gao +2Granular-Ball ComputingInterdisciplinary Knowledge Discovery

  29. What do VLM-Based Vision-Language Navigation Models Rely on: Interpreting and Steering Policy Behavior

    Sep 21, 2026Débora Oliveira Makowski, Samiran Gode, Abhijeet Nayak +4Vision-Language Navigation

  30. Explainability Assistant: A Conversational XAI Interface for Interpreting Energy Consumption Models

    Sep 12, 2026Rodion Krjutškov, Eduard Barbu, Nikos Sakkas +1Explainable Artificial IntelligenceXai