Gradient-Based Attribution

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12 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Explaining the Saliency Map Sparsity of Adversarially-Trained Neural Networks

    Oct 7, 2026Yannick Lunk, Atell Yehor Krasnopolsky, Damien Garreau +1Adversarial TrainingGradient-Based Attribution

    Institute of Mathematics University of Würzburg, Germany · Technical University of Munich, Germany · Institute of Computer Science, CAIDAS University of Würzburg, Germany +1

  2. Which Rollout Taught It That? BehaviorTrace and the Limits of Training-Data Attribution in Online RL

    Oct 7, 2026Amit NautiyalGradient-Based AttributionTraining Data Attribution

    Independent Researcher

  3. Spatial Supervision Without Attribution Optimization: Improving Post-Hoc Class Activation Maps via Box-Guided Evidence Routing

    Oct 5, 2026Wenhao Liang, Liangwei Nathan Zheng, Lin Yue +3Gradient-Based AttributionFeature Attribution

    Adelaide University, Adelaide, Australia

  4. WOMBAT: Whitebox Oracle for Molecular Benchmarking and Attribution Testing

    Sep 30, 2026Dominik Matuszek, Bartosz Zieliński, Tomasz Danel +1Gradient-Based AttributionExplainability Evaluation

    Jagiellonian University, Faculty of Mathematics and Computer Science · Jagiellonian University, Doctoral School of Exact and Natural Sciences · Jagiellonian University, Jagiellonian Center for Artificial Intelligence +2

  5. Distilling Diffusion Score Discrepancy for Efficient Training Data Attribution

    Sep 30, 2026Shixuan Liu, Joan Serrà, Kin Wai Cheuk +6Gradient-Based AttributionTraining Data Attribution

    University of Illinois at Urbana-Champaign · Sony AI · University of Texas at Austin +1

  6. dattri-LLM: A Unified and Efficient Library for Training Data Attribution at LLM Scale

    Sep 30, 2026Shixuan Liu, Tongli Zhou, Junwei Deng +2Gradient-Based AttributionTraining Data Attribution

    University of Illinois at Urbana-Champaign · Google

  7. Auditing Agent Actions through Query-Conditioned Attribution

    Sep 27, 2026Yifan Liu, Praveen Venkateswaran, Abdulhamid Adebayo +1Gradient-Based AttributionAI Agent Benchmarks

    University of Illinois Urbana-Champaign · IBM

  8. Scalable Attribution and Control of Model Behavior During Training

    Sep 27, 2026Sleem AbdelghafarGradient-Based AttributionCausal Interventions in Language Models

    Rice University

  9. Traceprop: Training Data Attribution in a Single Pass

    Sep 26, 2026Amit NautiyalGradient-Based AttributionTraining Data Attribution

    Independent Researcher

  10. Scaling Attention Head Analysis via Gradient-Based Attribution in Context-Aware Machine Translation

    Sep 23, 2026Paweł Mąka, Yusuf Can Semerci, Jan Scholtes +1Gradient-Based AttributionAttention Head Analysis

    Department of Advanced Computing Sciences Maastricht University

  11. A Systematic Benchmark of Explainable Methods for Temporal Attribution in Sequential Recommendation Systems

    Sep 23, 2026Akash Pandey, Kanisha Shah, Addrish Roy +5Gradient-Based AttributionSequential Recommendation

    Capital One, AI Foundations San Jose, CA, USA · Capital One, AI Foundations New York, NY, USA · Capital One, AI Foundations McLean, VA, USA +1

  12. Can Data Attribution Filter Out Subliminal Learning? Not Reliably

    Sep 17, 2026Moritz Weckbecker, Sweta Jena, Jonas Müller +5Gradient-Based AttributionTraining Data Curation

    Department of Artificial Intelligence, Fraunhofer Heinrich Hertz Institute · International Institute of Information Technology Hyderabad · Department of Electrical Engineering and Computer Science, Technische Universität Berlin +4

  13. Form Over Content In Gradient-Based Data Attribution Methods

    Sep 17, 2026Sunwoo Kim, Seokwon Jung, Sohyung Kim +2Gradient-Based AttributionInstruction-Tuning Data Selection

    KAIST

  14. A unified framework for global and local interpretability using adaptive derivative-ordered random explanation

    Sep 15, 2026Lemen Chao, Ming Lei, Anran FangGradient-Based AttributionFeature Attribution

    School of Information Resource Management, Renmin University of China, Beijing, 100872, People’s Republic of China. · Key Laboratory of Data Engineering and Knowledge Engineering, Beijing, 100872, People’s Republic of China.

  15. EEG-Xplain: Decoding Neural Black-Boxes of EEG Foundation Models

    Sep 14, 2026Hansong Ma, Junxiao WangGradient-Based AttributionPerturbation-Based Feature Attribution

    Guangzhou University, China

  16. Measuring Task-Agnostic Training Data Influence Across Language Model Pretraining

    Aug 13, 2026Yuto Nishida, Hirokazu Kiyomaru, Yusuke Oda +6Language Model PretrainingGradient-Based Attribution

    Nara Institute of Science and Technology · NII LLMC · Waseda University +3

  17. Dual Spatial-Temporal Attribution: Architecture-Aligned Post-Hoc Explainability for Recurrent Graph Anomaly Detection

    Aug 12, 2026Iyad Assaad Nekka, Hamida Seba, Khaled Walid Hidouci +1Gradient-Based AttributionInterpretable Anomaly Detection

    LCSI Laboratory, National Higher School of Computer Science (ESI), Algiers, Algeria · Université Claude Bernard Lyon 1, Lyon, France

  18. Beyond Attention: Signed Integrated Gradients Attribution in a BiomeGPT-Style Microbiome Transformer

    Aug 6, 2026Oren NelsonGradient-Based AttributionIntegrated Gradients

    Department of Computer Science University of California, San Diego San Diego, CA 92122

  19. Grad-CAM for Vision Transformers: A Systematic Taxonomy and Audit of Methodological Ambiguity in Explainable AI

    Aug 5, 2026Casey Wall, Longwei Wang, Rodrigue Rizk +1Gradient-Based AttributionTransformer Interpretability

    USD Artificial Intelligence Research, Department of Computer Science, University of South Dakota

  20. Automorphism-Induced Non-Canonicity in Top-k Explanations of Graph Neural Networks

    Jul 28, 2026Xin Xu, Siru Tao, Kaizhen TanGradient-Based AttributionSymmetry Breaking

    Carnegie Mellon University

  21. Scene Parameter Saliency via Differentiable Light Transport

    Jul 23, 2026Linas Beresna, Eugene FiumeGradient-Based Attribution3D Scene Understanding

    Simon Fraser University Burnaby, Canada

  22. Gradient Concentration, Not Weight Saliency, Explains Representation-Level Class Unlearning

    Jul 23, 2026Billel Habbati, Alessio Merlo, Luca Verderame +1Gradient-Based AttributionMachine Unlearning

    DIBRIS – Department of Informatics, Bioengineering, Robotics and Systems Engineering, University of Genova, Via Dodecaneso 35, 16146 Genova, Italy · Centre for Defense Higher Studies (CASD), Palazzo Salviati, Piazza della Rovere 83, 00165 Roma, Italy

  23. A Polynomial Architecture-Attribution Co-Design Framework for Exact Aumann-Shapley Attribution in GNNs

    Jul 23, 2026Bizu Feng, Zhimu Yang, Shuming Wang +4Gradient-Based AttributionPolynomial Neural Networks

    Institute of Artificial Intelligence Innovation and Industry, Fudan University, Shanghai, China · Shanghai Academy of AI for Science, Shanghai, China · Human Phenome Institute, Fudan University, Shanghai, China +1

  24. Position: Explanation Stability Is a Property of the Model Method Pair, Not the Model

    Jul 18, 2026Kabilan Elangovan, Daniel TingGradient-Based AttributionExplanation Stability

    Singapore Health Services and Singapore Eye Research Institute, Singapore.

  25. Explaining Process Control Optimisation Recommendations via GradientSHAP and Implicit Differentiation

    Jul 16, 2026Paul Darm, Cem Alpturk, Kenneth Ulrich +3Gradient-Based AttributionSHAP Feature Attribution

    University of Strathclyde, Glasgow, United Kingdom · Weir, Malmö, Sweden · Weir, Glasgow, United Kingdom

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

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

  27. Anatomically Faithful but Temporally Blind: Auditing Attribution for Left-Ventricular Ejection-Fraction Estimation from Echocardiography

    Jul 15, 2026Hyunkyung Han, Min Jung KimGradient-Based AttributionLeft Ventricular Ejection Fraction Estimation

    aSchool of Integrated Medicine, Yonsei University, Seoul, Republic of Korea · bDepartment of Radiology, Research Institute of Radiologic Science, Yonsei University College of Medicine, Seoul, Republic of Korea

  28. Weight-Adjusted Gradients Reveal Parameter Importance and Failure Modes in LLMs

    Jul 12, 2026Shrestha Datta, Hongfu Liu, Anshuman ChhabraGradient-Based AttributionLLM Interpretability

    University of South Florida, Tampa, FL, USA · Brandeis University, Waltham, MA, USA

  29. Gradient-Based Speech-to-Text Alignment for Any ASR Model: From CTC to Speech LLMs

    Jul 7, 2026Albert Zeyer, Ralf Schlüter, Hermann NeyGradient-Based AttributionSpeech Processing

    Machine Learning and Human Language Technology Group, RWTH Aachen University, Aachen, Germany · AppTek GmbH, Aachen, Germany

  30. Two Black Boxes, One Solver: Encoder Probing and Decoder Attribution for Neural Multi-Attribute VRP under Hard-Mask and Recourse Decoders

    Jul 5, 2026Sohaib AfifiGradient-Based AttributionCounterfactual Explanations

    Univ. Artois, UR 3926, Laboratoire de G´enie Informatique et d’Automatique de l’Artois (LGI2A), F-62400 B´ethune, France