Causal Interpretability

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6 papers in the last four weeks, up 100% on the four weeks before. 0.1% of all new papers.

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  1. Binary Spiking Neural Networks as Causal Models

    Apr 29, 2026Aditya Kar, Emiliano Lorini, Timothée MasquelierStructural Causal ModelsBinary Neural Networks

    CNRS, IRIT · Institut de Recherche en Informatique de Toulouse (IRIT), Centre de Recherche Cerveau et Cognition (CerCo), CNRS, France · Institut de Recherche en Informatique de Toulouse (IRIT), CNRS, France +2

  2. Psychologically-Grounded Graph Modeling for Interpretable Depression Detection

    Apr 27, 2026Rishitej Reddy Vyalla, Kritarth Prasad, Avinash Anand +4Depression DetectionDynamic Graph Learning

    IIIT Delhi, New Delhi, India · Singapore Institute of Technology, Singapore · Nanyang Technological University, Singapore +3

  3. 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 +10Representation LearningHuman Activity Recognition

    University of Brescia, Italy. · Università La Sapienza Roma, Italy. · DEIB, Politecnico di Milano, Italy. +8

  4. Dissociating Decodability and Causal Use in Bracket-Sequence Transformers

    Apr 24, 2026Aryan Sharma, Cutter Dawes, Shivam RavalTransformer InterpretabilitySelf-Attention

    1Yale University · 2Independent · 3Harvard University

  5. Causal-Transformer with Adaptive Mutation-Locking for Early Prediction of Acute Kidney Injury

    Apr 22, 2026Weizhi Nie, Haolin ChenCausal InterpretabilityLongitudinal EHR Modeling

    School of Electrical and Information Engineering, Tianjin University

  6. Beyond Coefficients: Forecast-Necessity Testing for Interpretable Causal Discovery in Nonlinear Time-Series Models

    Apr 20, 2026Valentina Kuskova, Dmitry Zaytsev, Michael CoppedgeTime-Series Causal DiscoveryCausal Interpretability

    Lucy Family Institute for Data & Society · University of Notre Dame · Notre Dame, IN, USA +1

  7. Bypassing the Rationale: Causal Auditing of Implicit Reasoning in Language Models

    Feb 3, 2026Anish Sathyanarayanan, Aditya Nagarsekar, Aarush RathoreCoT FaithfulnessFaithfulness of Language Model Explanations

    BITS Pilani, K. K. Birla Goa Campus

  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. Causal Explanations for Image Classifiers

    Nov 13, 2024Hana Chockler, David A. Kelly, Daniel Kroening +1Actual CausalityExplainable Image Classification

    King’s College London, London, UK · Amazon.com, Inc.,, USA · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE +1