Shapley Value Attribution

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  1. Interval-valued SHAP in Tree-Based Models

    Oct 8, 2026Chenrui Zhu, Vu-Linh Nguyen, Marie-Hélène Masson +1Shapley Value AttributionFeature Attribution

  2. A Hierarchy of Entropy-Shapley Games for Multivariate Predictive Uncertainty

    Sep 28, 2026Niklas Koenen, Claudia Battistin, Jeriek Van den Abeele +1Probabilistic ForecastingShapley Value Attribution

  3. Shapley Value Estimation for Multi-Site Data with Blockwise-Missing Features

    Sep 14, 2026Siqi Li, Wangxuan Fan, Yiming Li +2Feature AttributionLearning with Missing Data

  4. SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents

    Aug 13, 2026Chang Liu, Yuqi Zhang, Yiman Zhong +3LLM Agent Skill LearningShapley Value Attribution

  5. RelShap: Relationally Consistent Shapley Explanations

    Aug 11, 2026Seungeun Lee, Joao Fonseca, Julia StoyanovichFeature AttributionShapley Value Attribution

  6. What Is a Skill Worth? Structure-Aware Shapley Valuation of Agent Skills

    Aug 5, 2026Tao Li, Junfeng Liu, Qinghua Zhao +5Agent EvaluationShapley Value Attribution

  7. Shapley-Value-Based Feature Attribution for Data Masking

    Jul 31, 2026Xinxue, Qu, Francis Bilson Darku +1Shapley Value AttributionPrivacy-Utility Tradeoff

  8. Explaining BiomedCLIP with Weighted Banzhaf Interactions Supported by Tree-Gram Parsing

    Jul 25, 2026Jakub Rymarski, Adam Rempała, Bartłomiej Sobieski +1VLM InterpretabilityShapley Value Attribution

  9. 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

  10. Fishing Out Free Riders: Shapley-Based Reward Attribution for Parallel Reasoning via Reinforcement Learning

    Jul 21, 2026Wentao Zhang, Haoyu Zhang, Xinke Jiang +7RL for Language Model ReasoningShapley Value Attribution

  11. Counterfactual Shapley Credit Assignment

    Jul 18, 2026Mingxuan Li, Kai-Zhan Lee, Elias BareinboimCredit Assignment in RLTemporal Credit Assignment

  12. Exact and Certified Data Shapley for Weighted k-Nearest-Neighbor Regression and Soft-Label Prediction

    Jul 12, 2026Zongye LyuShapley Value Attributionk-Nearest Neighbors

  13. Nonlinear Axiomatic Attribution for Cooperative Games

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

  14. Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation

    Jul 4, 2026Yinan Shen, Ziao Yang, Hongfu LiuShapley Value AttributionData Valuation

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

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

  16. Shapley in Context: Explaining Financial Language with Domain Expertise

    Jul 1, 2026Dangxing Chen, Pengzhan GuoLLM InterpretabilityShapley Value Attribution

  17. Decision-Value Attribution in Predict-then-Optimize Systems

    Jun 29, 2026Konstantinos Ziliaskopoulos, Alexander Vinel, Alice E. SmithFeature AttributionPredict-Then-Optimize

  18. Exit-and-Join Dynamics and Equilibrium in Continuum Cooperative Games

    Jun 27, 2026Quanyan ZhuCooperative Game TheoryShapley Value Attribution

  19. OperatorSHAP: Fast and Accurate Shapley Value Estimation for Neural Operators

    Jun 26, 2026Joshua Stiller, Santo M. A. R. Thies, Felix Czaja +1Shapley Value AttributionNeural Operators

  20. Beyond Shapley: Efficient Computation of Asymmetric Shapley Values

    Jun 23, 2026Ezequiel Companeetz, Santiago Cifuentes, Sergio AbriolaCooperative Game TheoryFeature Attribution

  21. Do Location Encoders Capture Spatial Effects? A GeoShapley Benchmark Across Scales

    Jun 22, 2026Daniel Kiv, Shaowen WangGeospatial Representation LearningShapley Value Attribution

  22. The Representational Limit of Scalar Interactions: An Interventional Decomposition

    Jun 17, 2026Potito Aghilar, Sabino Roccotelli, Stanislao Fidanza +3Feature Interaction ModelingRepresentation Disentanglement

  23. Feature Attribution in Directed Acyclic Graphs Using Edge Intervention

    Jun 13, 2026Qiheng Sun, Junxu Liu, Xiaokai Mao +4Feature AttributionShapley Value Attribution

  24. MAStrike: Shapley-Guided Collusive Red-Teaming on Multi-Agent Systems

    Jun 11, 2026Chejian Xu, Zhaorun Chen, Jingyang Zhang +5AI Agent Security BenchmarksShapley Value Attribution

  25. ShaplEIG: Bayesian Experimental Design for Shapley Value Estimation

    Jun 1, 2026David Rundel, Fabian Fumagalli, Maximilian Muschalik +2Shapley Value AttributionAdaptive Sampling