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

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Papers

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  1. Looking for Affect in Spontaneous Finnish Speech through Linguistic Interpretability

    Jul 27, 2026Kalle Lahtinen, Liisa Mustanoja, Okko RäsänenLinguisticsAcoustic

  2. Toward Mechanistic Interpretability of an AI Foundation Model Fine-Tuned for Atmospheric Chemistry

    Jul 22, 2026Jason Y. Hu, Ivan Higuera-Mendieta, Patrick Obin Sturm +1Atmospheric DynamicsWireless Foundation Models

  3. CircuitKIT : Circuit Discovery, Evaluation, and Application Toolkit for Mechanistic Interpretability

    Jul 21, 2026Pratinav Seth, Hem Gosalia, Aditya Kasliwal +1CircuitsData Mining

  4. Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias

    Jul 13, 2026Zixiang Xu, Sixian Li, Huaxing Liu +4JudgesGrading

  5. Mechanistic Interpretability of LLM Jailbreaks via Internal Attribution Graphs

    Jul 8, 2026Anupam Wagle, Ifrat Ikhtear Uddin, Chaowei Zhang +1Large Language Model JailbreaksLarge Language Model Performance

  6. SHARC: SHAP-Based Interpretability in Machine Learning Risk Models for Regulatory Capital under ICAAP and CCAR

    Jul 6, 2026Ujjwala VadrevuRegulationShapley Value

  7. Expander Sparse Autoencoders: Parameter-Efficient Dictionaries for Mechanistic Interpretability

    Jul 2, 2026Rodrigo Mendoza-SmithImproving Sparse AutoencodersLarge Language Model Decoder

  8. Can LLMs Judge Better Than They Generate? Evaluating Task Asymmetry, Mechanistic Interpretability and Transferability for In-Context QA

    Jun 26, 2026Sambaran BandyopadhyaySelf-AssessmentsIn-Context

  9. LMs as Task-Specific Knowledge Bases: An Interpretability Analysis

    Jun 25, 2026Amit Elhelo, Amir Globerson, Mor GevaModel InterpretabilityChain-of-Thought Reasoning

  10. Performance and Interpretability of Convolutional, Transformer, and Hybrid Deep Learning Models in Colorectal Histology Classification

    Jun 21, 2026Reza BozorgpourHybrid TransformerComputational Pathology

  11. Who Wins the Conflict? Mechanistic Interpretability of Text Bias in Audio LLMs

    Jun 17, 2026Hyebin Cho, Suho Yoo, Jaehyuk Jang +2Large Audio Language ModelsConflict

  12. Disentangling Hallucinations: Orthogonal Semantic Projection for Robust Interpretability

    Jun 8, 2026Emirhan Bilgiç, Baptiste Caramiaux, Zhi Yan +1Hallucination RateExplainable Artificial Intelligence

  13. Structured Prompt Optimization Meets Reinforcement Learning for Global and Local Interpretability over Complex Text

    May 27, 2026Tianyang Zhou, Wenbo Chen, Pierre Jinghong Liang +1Automatic Prompt OptimizationModel Interpretability

  14. Do Models Know Why They Changed Their Mind? Interpretability and Faithfulness of Chain-of-Thought Under Knowledge Conflict

    May 26, 2026Pruthvinath Jeripity VenkataChain-of-Thought ReasoningModel Interpretability

  15. Polymorphism Is Rotation: Operational Mechanistic Interpretability from a Two-Layer Transformer to Pythia-70m

    May 23, 2026Jordan F. McCannTransformer ArchitecturesTransformer Layers

  16. Moral Sensitivity in LLMs: A Tiered Evaluation of Contextual Bias via Behavioral Profiling and Mechanistic Interpretability

    May 4, 2026Yash Aggarwal, Atmika Gorti, Vinija Jain +3Large Language Model BiasMoral Reasoning

  17. When Can We Trust Deep Neural Networks? Towards Reliable Industrial Deployment with an Interpretability Guide

    Apr 21, 2026Hang-Cheng Dong, Yuhao Jiang, Yibo Jiao +5Trustworthy Artificial IntelligenceModel Interpretability

  18. How Do LLMs and VLMs Understand Viewpoint Rotation Without Vision? An Interpretability Study

    Apr 16, 2026Zhen Yang, Ping Jian, Zhongbin Guo +5Vision-LanguageModel Interpretability

  19. The Grammar of Transformers: A Systematic Review of Interpretability Research on Syntactic Knowledge in Language Models

    Jan 9, 2026Nora Graichen, Iria de-Dios-Flores, Gemma BoledaSyntactic StructureBert-Based Models

  20. DrGait: Biomechanically Grounded Visual Reasoning for Interpretable Clinical Gait Analysis

    Sep 23, 2026Xiangyu Yin, Shiqi Wang, Abrar Alamri +4

  21. Sex Estimation from Footwear Outsole Impressions Using CNN Transfer Learning and Interpretable Image Statistics

    Sep 21, 2026Jinyi Niu, Ziyi Song, Weining Shen

  22. When Do Language-Grounded Explanations Help? A Graph-Bottleneck for Farm Monitoring Interpretable Sheep Facial Pain

    Sep 17, 2026Alam Noor, Miguel Guti'errez Gait'anExpression

  23. CT-SAFR: Safe and Interpretable Chain-of-Thought Reasoning for Autonomous Robots: A Multi-Layered Verification Framework for Trustworthy AI-Driven Robotic Decision Making

    Sep 9, 2026Cagri TemelLarge Language Model SafetyHallucination Detection

  24. Lngram v2: Latent N-Gram Memory with Interpretable Discrete Representations

    Sep 3, 2026Yunao Zheng, Bin Wen, Xiaojie Wang +12N$-Grams FeaturesGraph Language Models

  25. Carnot: Interpretable, Interactive, and Optimized Execution of Deep Research Queries

    Aug 10, 2026Matthew Russo, Yash Agarwal, Tianyu Li +5Data LakesComplex Query Answering

  26. A Structural Dynamics Graph World Model: Unified Modeling, Constrained Rollout, and Interpretable Calibration

    Aug 9, 2026Wei Wang, Yaosen Chen, Han Yang +5Dynamics ModelsWorld Models

  27. Beyond Top-K: Replacing Black-Box Retrieval with Interpretable Agentic Operations

    Aug 6, 2026Sagar Tamang, Ayush Vyas, Tabarakul HazarikaChunkTop-K

  28. Interpretable MEG Decoding of Perceived Speech: Cortical Sources and the Stimulus Features That Drive Retrieval

    Aug 2, 2026Ilia Semenkov, Daria Kleeva, Ivan Dakhtin +2Wav2VecNeural Recordings

  29. MemChain: Learning Interpretable Memory Traces for Memory-Augmented LLM Agents

    Jul 27, 2026Yiwen Ma, Songjun Tu, Qichao Zhang +3Memdefrag

  30. Agent-Guided Relational Concept Discovery: Toward Interpretable Surgical Margin Assessment

    Jul 23, 2026Nooshin Maghsoodi, Amoon Jamzad, Robert Policelli +11Tandem Mass SpectraMetabolic