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

361–390 of 6,027

Papers

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  1. Tri-Info: Generalizable, Interpretable Failure Prediction for VLA Models via Information Theory

    Jun 18, 2026Jinghan Yang, Yunchao Zhang, Wang Yuan +4Vision-Language-Action ModelsEarly Failure Prediction

  2. CIExplainer++: Generating Causal and Interpretable Explanations for Graph Neural Networks

    Jun 17, 2026Francisco Caldas, Sahil Satish Kumar, Ruben Belo +1Explainable Artificial IntelligenceCausal Graph

  3. GUMP-Net: An interpretable model-data-driven intelligent algorithm for multi-class pelvic segmentation

    Jun 17, 2026Liheng Wang, Yinghui Zhang, Licheng Zhang +3Medical Image SegmentationEdge

  4. Closing the Loop: PID Feedback Control for Interpretable Activation Steering in Symbolic Music Generation

    Jun 17, 2026Ioannis Prokopiou, Pantelis Vikatos, Maximos Kaliakatsos-Papakostas +2Activation SteeringMusic Generation

  5. Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuning

    Jun 17, 2026Youngwoo Cho, Seunghoon Yi, Wooil Yang +6Interatomic PotentialsSparsity

  6. Beyond AHI: An Interpretable Causal-Discovery-Guided Framework for Sleep Recovery in Connected Health

    Jun 16, 2026Saba A. Farahani, Elahe Khatibi, Manoj Vishwanath +2Physiological DataRespiratory Sound Classification

  7. From Tokens to Policy: Causal and Interpretable Heterogeneous Treatment Effects Identification

    Jun 15, 2026Riccardo Cadei, Frank Otchere, Nyasha Tirivayi +3Heterogeneous Treatment EffectsIdentifiability

  8. Latent space mapping of interpretable structural coordinates from stochastic single-molecule signals

    Jun 15, 2026Matteo Cartiglia, Sandro Kuppel, Wouter Botermans Wannes Peeters +7Multimodal Physiological SignalsMolecular Structure Elucidation

  9. Scalable and Interpretable Representation Alignment with Ordinal Similarity

    Jun 15, 2026Diogo Soares, Pankhil Gawade, Andrea Dittadi +1Semantic Similarity MetricsRepresentation Learning

  10. When Confidence Lacks Concepts: Interpretable OOD Detection via Representation Perturbations

    Jun 15, 2026Anju Chhetri, Pratik Shrestha, Ramesh Rana +3Out-Of-Distribution DetectionOut-Of-Distribution

  11. IBAD: Interpretable Behavioral Anomaly Detection on Human Mobility Data

    Jun 14, 2026Bita Azarijoo, John Krumm, Cyrus ShahabiMobilityHuman Activity Recognition

  12. An integrated interpretable control effectiveness learning and nonlinear control allocation methodology for overactuated aircrafts

    Jun 11, 2026Umut Demir, Aamir Ahmad, Walter FichterLinear Quadratic RegulatorFlight Performance

  13. CRAFTIIF: Cross-Resolution Analytic Four-Type Interpretable Isolation Forest for Multivariate Time Series Anomaly Detection

    Jun 11, 2026William SmitsTime-Series Anomaly DetectionAnomaly Detection

  14. SSL-GMMVC: Interpretable Voice Conversion via Locally Linear GMM Transforms in Self-Supervised Representation Space

    Jun 9, 2026Tomoya Tanabu, Hiroshi Nishijima, Daisuke Saito +1Self-Supervised Speech ModelsSelf-Supervised Representations

  15. Discovering Interpretable Multi-Parameter Control Policies for Evolutionary Algorithms Using Deep Reinforcement Learning

    Jun 8, 2026Tai Nguyen, Phong Le, Carola Doerr +1Deep Q-NetworksControl System Operator Learning

  16. Interpretable Temporal Facial-Region Motion Analysis for In-the-Wild Parkinson's Disease Video Classification

    Jun 8, 2026Riyadh AlmushrafyParkinsonFacial Expression Recognition

  17. Integrating gene regulatory priors into Transformer attention with scTransformer for interpretable scRNA-seq analysis

    Jun 8, 2026Mikele Milia, Louis Fabrice Tshimanga, Henning Mueller +2Single-Cell Rna SequencingTransformer Attention

  18. Interpretable Crisis Behavior Analysis Using Mobility and Social Media Data

    Jun 8, 2026Muhammad Hamza Arshad Majeed, Sidahmed Benabderrahmane, Talal RahwanCrisisCovid-19

  19. LLM-Orchestrated Conformance Checking in Stroke Care Without Computer-Interpretable Guidelines

    Jun 8, 2026Giorgio Leonardi, Stefania Montani, Manuel Striani +2Clinical ReasoningStroke

  20. MAGIS: Evidence-Based Multi-Agent Reasoning for Interpretable Strabismus Clinical Decision-Making

    Jun 8, 2026Xikai Tang, Yifan Wang, Jiafan Zhuang +12OphthalmologyDiagnostic Benchmark

  21. An interpretable and trustworthy AI framework for large-scale longitudinal structure-pain association studies using data from the Osteoarthritis Initiative (OAI)

    Jun 3, 2026Jincheng Yu, Haoyang Li, Yiwen Liu +5Knee OsteoarthritisClinical Prediction

  22. Sparse Mixture-of-Experts Reward Models Learn Interpretable and Specialized Experts for Personalized Preference Modeling

    Jun 2, 2026Yifan Wang, Jinyi Mu, Mayank Jobanputra +5Mixture-of-Experts ModelsProcess Reward Modeling

  23. MobEvolve: An Agentic Self-Evolving Heuristic System for Interpretable Human Mobility Generation

    Jun 1, 2026Junlin He, Yihong Tang, Tong Nie +6MobilityHuman Motion Generation

  24. What to Test Next: Interpretable Coverage Gap Discovery in Driving VLMs

    Jun 1, 2026Abhishek Aich, Sparsh Garg, Vijay Kumar BG +2Ava-VlmVerifier

  25. Sparse Autoencoders for Interpretable Emotion Control in Text-to-Speech

    May 31, 2026Hongfei Du, Jiacheng Shi, Sidi Lu +2EmotionExpressivity

  26. Latent Space Disentanglement via Activation Steering for Interpretable Attribute Control in Symbolic Music Generation

    May 29, 2026Ioannis Prokopiou, Pantelis Vikatos, Maximos Kaliakatsos-Papakostas +2Activation SteeringInference-Time Control

  27. QDSP: An Interpretable Structured Learning Framework for Predicting Death or Cerebral Palsy in Very Low Birth Weight Infants

    May 29, 2026Ling Wang, Xiaolong Li, Hui Zhou +4Mortality

  28. Statistical Embeddings for Similarity, Retrieval, and Interpretable Alignment of Numeric Tabular Datasets

    May 28, 2026M. Ross Kunz, John Merickel, Keith WilsonTabular DataEmbedding Dimension

  29. Evolving Features vs Evolving Entire Trees with GP for Interpretable Survival Analysis

    May 28, 2026Thalea Schlender, Peter A. N. Bosman, Tanja AlderliestenSurvival AnalysisDecision Trees

  30. Low-Magnification SEM May Suffice: Interpretable Deep Learning for Multi-Scale Fracture-Cause Classification in Zirconia-Toughened Alumina

    May 28, 2026Julian Schmid, Pawel Astankow, Tom Vater +3Transmission Electron MicroscopyScalable Defect Detection