Multimodal Model Interpretability

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11 papers in the last four weeks, up 267% on the four weeks before. 0.1% of all new papers.

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  1. Modeling Induced Pleasure through Cognitive Appraisal Prediction via Multimodal Fusion

    Apr 26, 2026Nastaran Dab, Raziyeh Zall, Mohammadreza KangavariMultimodal Model InterpretabilityMultimodal Fusion

    Department of Computer Engineering, Iran University of Science and Technology, Tehran, Iran.

  2. Bridging Traditional Explainability Methods and Multimodal Multilingual Models: An XAI-Based Analysis

    Apr 21, 2026Paweł Pozorski, Jakub Muszyński, Maria GanzhaMultimodal Large Language ModelsNeural Network Interpretability

    student record book number 327304 · student record book number 327246 · thesis supervisor

  3. mllm-shap: A Shapley Value Explainability Platform for Text-Audio Multimodal Large Language Models

    Apr 21, 2026Jakub Muszyński, Paweł Pozorski, Maria GanzhaMultimodal Large Language ModelsShapley Value Attribution

    Warsaw University of Technology, Warsaw, Poland

  4. Conditional Evidence Reconstruction and Decomposition for Interpretable Multimodal Diagnosis

    Apr 18, 2026Shaowen Wan, Yanjun Lv, Lu Zhang +5Missing-Modality LearningMedical Diagnosis

    Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ 07102, USA · Department of Computer Science and Engineering, The University of Texas at Arlington, Arlington, TX 76019, USA · Department of Computer Science, Indiana University Indianapolis, Indianapolis, IN 46202, USA +1

  5. Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models

    Apr 18, 2026Xinru Yan, Boxi Cao, Yaojie Lu +4Unified Multimodal ModelsNeural Network Interpretability

    University of Chinese Academy of Sciences, Beijing, China · Chinese Information Processing Laboratory, Institute of Software, Chinese Academy of Sciences, Beijing, China

  6. Real-Time Visual Attribution Streaming in Thinking Model

    Apr 17, 2026Seil Kang, Woojung Han, Junhyeok Kim +3VLM InterpretabilityMultimodal Reasoning

    YYonsei University. · AAmazon.

  7. Feature-level Interaction Explanations in Multimodal Transformers

    Mar 4, 2026Yeji Kim, Housam Khalifa Bashier Babiker, Mi-Young Kim +1Transformer InterpretabilityFeature Attribution

    University of Alberta, Edmonton, AB, Canada · University of Waikato, Hamilton, New Zealand · University of Alberta, Camrose, AB, Canada

  8. Attribution Graphs and Causal Probing for Mechanistic Discovery and Bias Repair in Multimodal Generative Learning

    Oct 14, 2025Noor Islam S. Mohammad, Uluğ BayazıtGradient-Based AttributionCausal Representation Learning

    1,2Istanbul Technical University

  9. Evidence Recomposition and Predictive Context Residualization for Visual Attribution in Multimodal Large Language Models

    Sep 26, 2025Jiawei Liang, Jianjie Huang, Ruoyu Chen +4Feature AttributionMultimodal Large Language Models

    Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China · Zhongguan-cun Academy, Beijing 100094, China · University of Chinese Academy of Sciences, Beijing 100049, China +2

  10. Explainability in mulimodal deep transformation models for stroke outcome prediction

    Apr 7, 2025Lisa Herzog, Jonas Brändli, Maurice Schneeberger +7Clinical Outcome PredictionExplainable Medical Image Analysis

    University Hospital Zurich, Department of Neurology, Frauenklinikstrasse 26, 8091 Zurich, Switzerland · Zurich University of Applied Sciences, Institute of Data Analysis and Process Design (IDP), Technikumstrasse 9, 8401 Winterthur, Switzerland · University of Zurich, Epidemiology, Biostatistics and Prevention Institute (EBPI), Hirschengraben 84, 8001 Zurich, Switzerland +1