L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data

8 August 2018

Papers citing "L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data"

50 / 115 papers shown

Title
Prediction via Shapley Value Regression Amr Alkhatib Roman Bresson Henrik Bostrom Michalis Vazirgiannis TDI FAtt 69 0 0 07 May 2025
A Meaningful Perturbation Metric for Evaluating Explainability Methods Danielle Cohen Hila Chefer Lior Wolf AAML 30 0 0 09 Apr 2025
Explainable post-training bias mitigation with distribution-based fairness metrics Ryan Franks A. Miroshnikov 37 0 0 01 Apr 2025
FW-Shapley: Real-time Estimation of Weighted Shapley Values Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 70 0 0 09 Mar 2025
Suboptimal Shapley Value Explanations Xiaolei Lu FAtt 72 0 0 17 Feb 2025
Building Bridges, Not Walls -- Advancing Interpretability by Unifying Feature, Data, and Model Component Attribution Shichang Zhang Tessa Han Usha Bhalla Hima Lakkaraju FAtt 160 0 0 17 Feb 2025
MBExplainer: Multilevel bandit-based explanations for downstream models with augmented graph embeddings Ashkan Golgoon Ryan Franks Khashayar Filom Arjun Ravi Kannan 43 0 0 01 Nov 2024
Improving the Weighting Strategy in KernelSHAP Lars Henry Berge Olsen Martin Jullum TDI FAtt 77 2 0 07 Oct 2024
Provably Accurate Shapley Value Estimation via Leverage Score Sampling Christopher Musco R. Teal Witter FAtt FedML TDI 57 2 0 02 Oct 2024
Sufficient and Necessary Explanations (and What Lies in Between) Beepul Bharti Paul H. Yi Jeremias Sulam XAI FAtt 40 2 0 30 Sep 2024
Local Explanations and Self-Explanations for Assessing Faithfulness in black-box LLMs Christos Fragkathoulas Odysseas S. Chlapanis LRM 25 0 0 18 Sep 2024
Feature Inference Attack on Shapley Values Xinjian Luo Yangfan Jiang X. Xiao AAML FAtt 48 19 0 16 Jul 2024
TokenSHAP: Interpreting Large Language Models with Monte Carlo Shapley Value Estimation Roni Goldshmidt Miriam Horovicz LLMAG 29 7 0 14 Jul 2024
IG2: Integrated Gradient on Iterative Gradient Path for Feature Attribution Yue Zhuo Zhiqiang Ge 31 7 0 16 Jun 2024
WeShap: Weak Supervision Source Evaluation with Shapley Values Naiqing Guan Nick Koudas 65 0 0 16 Jun 2024
Attri-Net: A Globally and Locally Inherently Interpretable Model for Multi-Label Classification Using Class-Specific Counterfactuals Susu Sun S. Woerner Andreas Maier Lisa M. Koch Christian F. Baumgartner FAtt 29 1 0 08 Jun 2024
I Bet You Did Not Mean That: Testing Semantic Importance via Betting Jacopo Teneggi Jeremias Sulam FAtt 43 1 0 29 May 2024
Multi-Level Explanations for Generative Language Models Lucas Monteiro Paes Dennis L. Wei Hyo Jin Do Hendrik Strobelt Ronny Luss ... Manish Nagireddy Karthikeyan N. Ramamurthy P. Sattigeri Werner Geyer Soumya Ghosh FAtt 62 8 0 21 Mar 2024
Explaining Probabilistic Models with Distributional Values Luca Franceschi Michele Donini Cédric Archambeau Matthias Seeger FAtt 42 2 0 15 Feb 2024
EcoVal: An Efficient Data Valuation Framework for Machine Learning Ayush K Tarun Vikram S Chundawat Murari Mandal Hong Ming Tan Bowei Chen Mohan Kankanhalli TDI 38 1 0 14 Feb 2024
SyntaxShap: Syntax-aware Explainability Method for Text Generation Kenza Amara Rita Sevastjanova Mennatallah El-Assady 46 2 0 14 Feb 2024
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 56 9 0 09 Dec 2023
TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long Documents James Enouen Hootan Nakhost Sayna Ebrahimi Sercan O. Arik Yan Liu Tomas Pfister 43 5 0 03 Dec 2023
Improving Interpretation Faithfulness for Vision Transformers Lijie Hu Yixin Liu Ninghao Liu Mengdi Huai Lichao Sun Di Wang 46 5 0 29 Nov 2023
Greedy PIG: Adaptive Integrated Gradients Kyriakos Axiotis Sami Abu-El-Haija Lin Chen Matthew Fahrbach Gang Fu FAtt 28 0 0 10 Nov 2023
Fast Shapley Value Estimation: A Unified Approach Borui Zhang Baotong Tian Wenzhao Zheng Jie Zhou Jiwen Lu TDI FAtt 32 0 0 02 Nov 2023
The Thousand Faces of Explainable AI Along the Machine Learning Life Cycle: Industrial Reality and Current State of Research Thomas Decker Ralf Gross Alexander Koebler Michael Lebacher Ronald Schnitzer Stefan H. Weber 36 2 0 11 Oct 2023
Stabilizing Estimates of Shapley Values with Control Variates Jeremy Goldwasser Giles Hooker FAtt 35 5 0 11 Oct 2023
Fair Feature Importance Scores for Interpreting Tree-Based Methods and Surrogates Camille Olivia Little Debolina Halder Lina Genevera I. Allen 31 1 0 06 Oct 2023
Refutation of Shapley Values for XAI -- Additional Evidence Xuanxiang Huang Sasha Rubin AAML 37 4 0 30 Sep 2023
A Refutation of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 29 3 0 06 Sep 2023
Explainability is NOT a Game Sasha Rubin Xuanxiang Huang 31 17 0 27 Jun 2023
PWSHAP: A Path-Wise Explanation Model for Targeted Variables Lucile Ter-Minassian Oscar Clivio Karla Diaz-Ordaz R. Evans Chris Holmes 31 1 0 26 Jun 2023
Explaining Predictive Uncertainty with Information Theoretic Shapley Values David S. Watson Joshua O'Hara Niek Tax Richard Mudd Ido Guy TDI FAtt 39 22 0 09 Jun 2023
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation Felipe Garrido-Lucero Benjamin Heymann Maxime Vono P. Loiseau Vianney Perchet FedML TDI 50 3 0 03 Jun 2023
Can We Trust Explainable AI Methods on ASR? An Evaluation on Phoneme Recognition Xiao-lan Wu P. Bell A. Rajan 29 5 0 29 May 2023
Unsupervised Selective Rationalization with Noise Injection Adam Storek Melanie Subbiah Kathleen McKeown 31 2 0 27 May 2023
Disproving XAI Myths with Formal Methods -- Initial Results Sasha Rubin 47 8 0 13 May 2023
Explainability in AI Policies: A Critical Review of Communications, Reports, Regulations, and Standards in the EU, US, and UK L. Nannini Agathe Balayn A. Smith 26 37 0 20 Apr 2023
ViT-Calibrator: Decision Stream Calibration for Vision Transformer Lin Chen Zhijie Jia Tian Qiu Lechao Cheng Jie Lei Zunlei Feng Min-Gyoo Song 34 1 0 10 Apr 2023
HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation Lu Chen Siyu Lou Keyan Zhang Jin Huang Quanshi Zhang TDI FAtt 34 9 0 04 Apr 2023
Beyond Demographic Parity: Redefining Equal Treatment Carlos Mougan Laura State Antonio Ferrara Salvatore Ruggieri Steffen Staab FaML 38 1 0 14 Mar 2023
The Inadequacy of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 39 41 0 16 Feb 2023
Efficient XAI Techniques: A Taxonomic Survey Yu-Neng Chuang Guanchu Wang Fan Yang Zirui Liu Xuanting Cai Mengnan Du Xia Hu 26 33 0 07 Feb 2023
Provable Robust Saliency-based Explanations Chao Chen Chenghua Guo Guixiang Ma Ming Zeng Xi Zhang Sihong Xie AAML FAtt 41 0 0 28 Dec 2022
Identifying the Source of Vulnerability in Explanation Discrepancy: A Case Study in Neural Text Classification Ruixuan Tang Hanjie Chen Yangfeng Ji AAML FAtt 34 2 0 10 Dec 2022
A Rigorous Study Of The Deep Taylor Decomposition Leon Sixt Tim Landgraf FAtt AAML 27 4 0 14 Nov 2022
Trade-off Between Efficiency and Consistency for Removal-based Explanations Yifan Zhang Haowei He Zhiyuan Tan Yang Yuan FAtt 46 3 0 31 Oct 2022
Interpretable Geometric Deep Learning via Learnable Randomness Injection Siqi Miao Yunan Luo Miaoyuan Liu Pan Li 31 25 0 30 Oct 2022
Generating Hierarchical Explanations on Text Classification Without Connecting Rules Yiming Ju Yuanzhe Zhang Kang Liu Jun Zhao FAtt 26 3 0 24 Oct 2022