Feature Attribution

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14 papers in the last four weeks, down 7% on the four weeks before. 0.1% of all new papers.

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  1. Rule of Thumb: Explaining Artificial Intelligence Systems using Partial Information

    Aug 11, 2026Kaivalya Rawal, Daria Onitiu, Brent Mittelstadt +2Feature AttributionExplainable Artificial Intelligence

    University of Oxford · Hasso Plattner Institute · Weizenbaum Institute

  2. BREAD: Baseline-Referenced Explanations for Anomaly Diagnosis

    Aug 11, 2026Jiaqi Qiu, Rob Goedhart, Jannis Kurtz +1Feature AttributionExplainable Artificial Intelligence

    Department of Business Analytics, Amsterdam Business School, University of Amsterdam, Amsterdam, The Netherlands

  3. Steering dense music retrieval with open-vocabulary concept discovery

    Aug 9, 2026Julien Guinot, Alain Riou, Elio Quinton +1Feature AttributionSparse Autoencoders

    Music & Audio Machine Learning Lab, Universal Music Group, London, U.K. · Centre for Digital Music, Queen Mary University of London, U.K.

  4. Accurate Ensembles, Fragile Narratives: Multi-Scale Stacking and a Fidelity Audit of LLM-Generated Explanations for Credit Risk

    Aug 8, 2026Gregorius Reynaldi Pratama, Kuo-Kun TsengFeature AttributionFaithfulness of Language Model Explanations

    School of Computer Science and Technology Harbin Institute of Technology, Shenzhen Shenzhen, China

  5. GAUGE: Granularity-Adaptive Counterfactual Gating of Evidence for Incomplete Multimodal Classification

    Aug 6, 2026Yunping Shi, En Yu, Kairui Guo +1Missing-Modality LearningFeature Attribution

    Australian Artificial Intelligence Institute (AAII), University of Technology Sydney (UTS), Australia

  6. Does Explainability Transfer? A Controlled Benchmark of Attribution Methods on Vision Transformers and CNNs

    Aug 3, 2026Sathiyamohan Nishankar, Nethmi Pathirana, Pubudu Sanjeewani +2Transformer InterpretabilityFeature Attribution

    aFaculty of Computing, Sabaragamuwa University of Sri Lanka, Sri Lanka · bFaculty of Engineering, University of Moratuwa, Katubedda, Sri Lanka · cSchool of Computing Technologies, RMIT University, Melbourne, Australia +3

  7. Measuring Explainer Stability via Attribution Separability

    Aug 3, 2026Eddie Conti, Álvaro Parafita, Axel BrandoFeature AttributionExplanation Stability

    Barcelona Supercomputing Center, Barcelona, Spain

  8. VGER: Voxel-Guided Global Event Ranking for Event Cloud Attribution

    Aug 2, 2026Youxin Jiang, Baoheng Fu, Hongwei Ren +1Event-Based VisionFeature Attribution

    Harbin Institute of Technology

  9. VAD: Attributing Visual Evidence for Target Reconstruction in Multimodal On-Policy Distillation

    Jul 30, 2026Kangning Zhang, Yixing Li, Shuai Shao +9Feature AttributionVLM Distillation

    Shanghai Jiao Tong University · Xiaohongshu Inc. · The Chinese University of Hong Kong +1

  10. Contrastive Concept Importance: Explaining Pairwise Class Decisions Through Automatically Extracted Concept Representations

    Jul 30, 2026Roel Visser, Isaac Roberts, Barbara HammerFeature AttributionPairwise Comparison

    Bielefeld University, Inspiration 1, 33619 Bielefeld, Germany

  11. FADEx: Feature Attribution and Distortion-based Explanation of Dimensionality Reduction

    Jul 29, 2026Lucas Greff Meneses, Evandro S. Ortigossa, Claudio Silva +1Feature AttributionInverse Dimensionality Reduction

    University of São Paulo · Weizmann Institute of Science · New York University

  12. From Training to Deployment: Post-Hoc Causal Feature Identification via Sensitivity Ratios

    Jul 28, 2026Athanasios Vlontzos, Giorgos Papanastasiou, Bernhard Kainz +1Feature AttributionCausal Attribution

    Hologen AI London, UK · Mathematics Research Centre Academy of Athens Athens, GR · FAU Erlangen Nuremberg Imperial College London Erlangen, DE & London, UK +1

  13. MiSS: A Logic-Driven Explanation of Minimal Sufficient Coalitions for Point Cloud Classifiers

    Jul 27, 2026Mengda Xing, Jean-Marie LagniezFeature AttributionExplainable Artificial Intelligence

    UA, CRIL · CRIL, Univ. Artois, Lens, France

  14. Beyond Local Inspection: Global, Guideline-Grounded Evaluation of Post-hoc XAI Methods for ECG Classification

    Jul 27, 2026Nils Gumpfer, Michael Guckert, Samuel Sossalla +2Feature AttributionExplainable Artificial Intelligence

    Hessian Center for Artificial Intelligence (hessian.AI), Darmstadt, Germany · Technische Hochschule Mittelhessen, University of Applied Sciences, Friedberg (Hesse), Germany · Department of Internal Medicine I, Cardiology, Justus-Liebig-University Giessen, Giessen, Germany

  15. Consistent Evidence, Robust Recognition: Faithful Attribution Regularization under Geometric Transformations

    Jul 26, 2026Xianghao Jiao, Ruoyu Chen, Wei Wang +6Feature AttributionImage Classification

    School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, China · University of Chinese Academy of Sciences, Beijing, China · School of Automation, Nanjing University of Information Science and Technology +2

  16. Variable Importance Identification Through Lazy Training for Binary Classification

    Jul 25, 2026Anand Singh, Luke Pennella, Eshan Kabir +1Feature AttributionNeural Network Interpretability

    Department of Mathematics, Georgia Institute of Technology · Department of Mathematics, University of Connecticut · Department of Mathematics, Columbia University +1

  17. Same Predictions, Different Reasons: The Effect of Quantization on Model Explanations

    Jul 24, 2026Kazi Kamruzzaman Rabbi, Md. Zami Al Zunaed Farabe, M. Sohel RahmanFeature AttributionNeural Network Interpretability

    BRAC University, Dhaka, Bangladesh · Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh

  18. Feature Attribution-Based Explainability Analysis of Deep Learning Models in Predictive Process Monitoring

    Jul 20, 2026Kseniya Sahatova, Rafael Seidi Oyamada, Xuefei Lu +1Feature AttributionPredictive Process Monitoring

    SKEMA Business School, 92156 Suresnes, France · KU Leuven, B-3000 Leuven, Belgium

  19. On the Disagreement in Perturbation-based xAI -- Benchmarking Perturbation Choices for Flood Detection from SAR Images

    Jul 16, 2026Anastasia Schlegel, Ronny HänschFeature AttributionPerturbation-Based Feature Attribution

    Microwaves and Radar Institute, German Aerospace Center (DLR), Weßling, 82234, Germany · Chair of Remote Sensing Technology, Department of Aerospace and Geodesy, Technical University of Munich, Munich, 80333, Germany

  20. Towards a Unified Multidimensional Explainability Metric: Evaluating Trustworthiness in AI Models

    Jul 15, 2026Georgios Makridis, Georgios Fatouros, Athanasios Kiourtis +4Feature AttributionExplainability Evaluation

    Department of Digital Systems University of Piraeus Piraeus, Greece · Department of Business Administration University of Piraeus Piraeus, Greece · Innov-Acts Ltd Innov-Acts Nicosia, Cyprus

  21. Local Additive Feature Attribution: A Mathematical Taxonomy and Reporting Checklist

    Jul 15, 2026Rebecca Afriyie Sarpong, Daniel CommeyGradient-Based AttributionFeature Attribution

  22. Nonlinear Axiomatic Attribution for Cooperative Games

    Jul 10, 2026Weida Li, Zhuanghua Liu, Yaoliang Yu +1Cooperative Game TheoryFeature Attribution

    Department of Computer Science, National University of Singapore, Republic of Singapore · School of Computer Science, University of Waterloo, Canada · Vector Institute, Canada

  23. A Good Initialization is All You Need for Faithful Visual Attribution

    Jul 7, 2026Zihan Gu, Jiayu Wang, Hua Zhang +1Feature AttributionPerturbation-Based Feature Attribution

    Institute of Information Engineering, Chinese Academy of Sciences · School of Cyber Security, University of Chinese Academy of Sciences

  24. From Graphs to Gradients: Physics-Inspired Structural Attribution for Cyber-Physical IoT Systems and Beyond

    Jul 6, 2026Spyridon Evangelatos, Christos Diou, Georgios Th. Papadopoulos +2Cyber-Physical SystemsFeature Attribution

    Research & Innovation Development Department, Netcompany S.A., Luxembourg · Department of Informatics and Telematics, Harokopio University of Athens, Greece · Department of Electrical and Computer Engineering, Hellenic Mediterranean University, Greece +1

  25. Faithfulness to Refusal: A Causal Audit of Neuron Selectors

    Jul 6, 2026Ananth Eswar, Pratinav Seth, Utsav Avaiya +1Transformer InterpretabilityFeature Attribution

    Lexsi Labs · Work done while at Lexsi Labs.

  26. NeSy-CSA: A Neuro-Symbolic Framework for Open-Ended Critical Scenario Attribution

    Jul 4, 2026Qitong Chu, Xunjie He, Chen Deng +2Feature AttributionNeuro-Symbolic Reasoning

    School of Automation, Beijing Institute of Technology, Beijing 100081, China · Department of Automation, Tsinghua University, Beijing 100084, China

  27. Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution

    Jul 4, 2026Yazheng Liu, Xi Zhang, Sihong Xie +1Temporal GNNsFeature Attribution

    Artificial Intelligence Trust, The Hong Kong University of Science and Technology (Guangzhou) · Key Laboratory of Trustworthy Distributed Computing and Service (MoE), Beijing University of Posts and Telecommunications

  28. Autorelevance function and other feature relevance measures for univariate time series

    Jul 2, 2026Julian Cardenas, Jamie Arjona, Pedro DelicadoExplainable Time Series ForecastingFeature Attribution

    Departament d’Estad´ıstica i Investigaci´o Operativa, Universitat Polit`ecnica de Catalunya - BarcelonaTech, C/ Jordi Girona 1-3, Barcelona, 08034, Catalunya, Spain.

  29. Explainable AI for Cancer Drug Response Prediction: Beyond Univariate Feature Attributions

    Jul 1, 2026Martino Ciaperoni, Margherita Lalli, Simone Piaggesi +6Cancer GenomicsFeature Attribution

    KDD Lab, Scuola Normale Superiore Pisa, Italy · KDD Lab, University of Pisa Pisa, Italy · EMBL-EBI Hinxton, United Kingdom +1

  30. Explainability-Aware Frustum Attack: Exposing Structural Vulnerabilities in LiDAR-Based 3D Object Detectors

    Jun 29, 2026Chengzeng You, Binbin Xu, Soteris DemetriouFeature AttributionLidar-Based 3D Object Detection

    Imperial College London, UK · Now at Google.