How does this interaction affect me? Interpretable attribution for
feature interactions

How does this interaction affect me? Interpretable attribution for feature interactions

19 June 2020

Sirisha Rambhatla

Papers citing "How does this interaction affect me? Interpretable attribution for feature interactions"

16 / 16 papers shown

Title
GIM: Improved Interpretability for Large Language Models Joakim Edin Róbert Csordás Tuukka Ruotsalo Zhengxuan Wu Maria Maistro Jing-ling Huang Lars Maaløe 17 0 0 23 May 2025
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer J. Herbinger FAtt 55 2 0 22 Dec 2024
Normalized AOPC: Fixing Misleading Faithfulness Metrics for Feature Attribution Explainability Joakim Edin Andreas Geert Motzfeldt Casper L. Christensen Tuukka Ruotsalo Lars Maaløe Maria Maistro 66 4 0 15 Aug 2024
KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 56 6 0 17 May 2024
Explaining Text Similarity in Transformer Models Alexandros Vasileiou Oliver Eberle 57 7 0 10 May 2024
Exploring the cloud of feature interaction scores in a Rashomon set Sichao Li Rong Wang Quanling Deng Amanda S. Barnard 31 5 0 17 May 2023
How to address monotonicity for model risk management? Dangxing Chen Weicheng Ye 26 5 0 28 Apr 2023
SHAP-IQ: Unified Approximation of any-order Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 63 28 0 02 Mar 2023
Interpretable Selective Learning in Credit Risk Dangxing Chen Weicheng Ye Jiahui Ye FaML 43 15 0 21 Sep 2022
Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View Di Jin Elena Sergeeva W. Weng Geeticka Chauhan Peter Szolovits OOD 64 56 0 05 Dec 2021
Fine-grained Interpretation and Causation Analysis in Deep NLP Models Hassan Sajjad Narine Kokhlikyan Fahim Dalvi Nadir Durrani MILM 52 8 0 17 May 2021
Towards Rigorous Interpretations: a Formalisation of Feature Attribution Darius Afchar Romain Hennequin Vincent Guigue FAtt 52 20 0 26 Apr 2021
Improving Attribution Methods by Learning Submodular Functions Piyushi Manupriya Tarun Ram Menta S. Jagarlapudi V. Balasubramanian TDI 35 6 0 19 Apr 2021
MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset Chuizheng Meng Loc Trinh Nan Xu Yan Liu 29 30 0 12 Feb 2021
Explaining Local, Global, And Higher-Order Interactions In Deep Learning Samuel Lerman Chenliang Xu C. Venuto Henry A. Kautz FAtt 29 10 0 12 Jun 2020
Explaining Explanations: Axiomatic Feature Interactions for Deep Networks Joseph D. Janizek Pascal Sturmfels Su-In Lee FAtt 47 146 0 10 Feb 2020