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 / 133 papers shown

Title
MASE: Interpretable NLP Models via Model-Agnostic Saliency Estimation Zhou Yang Shunyan Luo Jiazhen Zhu Fang Jin MILM FAtt 189 0 0 04 Dec 2025
MACIE: Multi-Agent Causal Intelligence Explainer for Collective Behavior Understanding Abraham Itzhak Weinberg CML 396 0 0 11 Nov 2025
Adaptive Node Feature Selection For Graph Neural Networks Ali Azizpour Madeline Navarro Santiago Segarra 120 0 0 03 Oct 2025
Rigorous Feature Importance Scores based on Shapley Value and Banzhaf Index Xuanxiang Huang Olivier Letoffe Joao Marques-Silva FAtt 128 0 0 16 Aug 2025
A case for data valuation transparency via DValCards Keziah Naggita Julienne LaChance TDI 364 0 0 29 Jun 2025
Does It Make Sense to Speak of Introspection in Large Language Models? Iulia M. Comsa Murray Shanahan LRM 286 0 0 05 Jun 2025
Prediction via Shapley Value Regression Amr Alkhatib Roman Bresson Henrik Bostrom Michalis Vazirgiannis TDI FAtt 397 1 0 07 May 2025
A Meaningful Perturbation Metric for Evaluating Explainability MethodsScandinavian Conference on Image Analysis (SCIA), 2025 Danielle Cohen Hila Chefer Lior Wolf AAML 182 1 0 09 Apr 2025
Explainable post-training bias mitigation with distribution-based fairness metrics Ryan Franks A. Miroshnikov Konstandinos Kotsiopoulos 360 0 0 01 Apr 2025
FW-Shapley: Real-time Estimation of Weighted Shapley ValuesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 346 3 0 09 Mar 2025
Suboptimal Shapley Value Explanations Xiaolei Lu FAtt 272 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 330 0 0 01 Nov 2024
Provably Accurate Shapley Value Estimation via Leverage Score SamplingInternational Conference on Learning Representations (ICLR), 2024 Christopher Musco R. Teal Witter FAtt FedML TDI 324 12 0 02 Oct 2024
Sufficient and Necessary Explanations (and What Lies in Between) Beepul Bharti Paul H. Yi Jeremias Sulam XAI FAtt 324 2 0 30 Sep 2024
Local Explanations and Self-Explanations for Assessing Faithfulness in black-box LLMsHellenic Conference on Artificial Intelligence (HAI), 2024 Christos Fragkathoulas Odysseas S. Chlapanis LRM 146 2 0 18 Sep 2024
Feature Inference Attack on Shapley Values Xinjian Luo Yangfan Jiang X. Xiao AAML FAtt 278 33 0 16 Jul 2024
TokenSHAP: Interpreting Large Language Models with Monte Carlo Shapley Value Estimation Roni Goldshmidt Miriam Horovicz LLMAG 176 39 0 14 Jul 2024
IG2: Integrated Gradient on Iterative Gradient Path for Feature Attribution Yue Zhuo Zhiqiang Ge 256 17 0 16 Jun 2024
WeShap: Weak Supervision Source Evaluation with Shapley Values Naiqing Guan Nick Koudas 371 0 0 16 Jun 2024
Attri-Net: A Globally and Locally Inherently Interpretable Model for Multi-Label Classification Using Class-Specific CounterfactualsMachine Learning for Biomedical Imaging (MLBI), 2024 Susu Sun S. Woerner Andreas Maier Lisa M. Koch Christian F. Baumgartner FAtt 293 2 0 08 Jun 2024
I Bet You Did Not Mean That: Testing Semantic Importance via Betting Jacopo Teneggi Jeremias Sulam FAtt 301 4 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 290 14 0 21 Mar 2024
Explaining Probabilistic Models with Distributional Values Luca Franceschi Michele Donini Cédric Archambeau Matthias Seeger FAtt 209 3 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 304 2 0 14 Feb 2024
SyntaxShap: Syntax-aware Explainability Method for Text Generation Kenza Amara Rita Sevastjanova Mennatallah El-Assady 156 7 0 14 Feb 2024
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image ClassificationIEEE Transactions on Medical Imaging (TMI), 2023 Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 352 19 0 09 Dec 2023
TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long DocumentsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 James Enouen Hootan Nakhost Sayna Ebrahimi Sercan O. Arik Yan Liu Tomas Pfister 317 14 0 03 Dec 2023
Improving Interpretation Faithfulness for Vision TransformersInternational Conference on Machine Learning (ICML), 2023 Lijie Hu Yixin Liu Ninghao Liu Mengdi Huai Lichao Sun Haiyan Zhao 215 12 0 29 Nov 2023
Greedy PIG: Adaptive Integrated Gradients Kyriakos Axiotis Sami Abu-El-Haija Lin Chen Matthew Fahrbach Gang Fu FAtt 213 0 0 10 Nov 2023
Fast Shapley Value Estimation: A Unified Approach Borui Zhang Baotong Tian Wenzhao Zheng Jie Zhou Jiwen Lu TDI FAtt 360 2 0 02 Nov 2023
The Thousand Faces of Explainable AI Along the Machine Learning Life Cycle: Industrial Reality and Current State of ResearchInteracción (HCI), 2023 Thomas Decker Ralf Gross Alexander Koebler Michael Lebacher Ronald Schnitzer Stefan H. Weber 236 2 0 11 Oct 2023
Stabilizing Estimates of Shapley Values with Control Variates Jeremy Goldwasser Giles Hooker FAtt 315 6 0 11 Oct 2023
Fair Feature Importance Scores for Interpreting Tree-Based Methods and Surrogates Camille Olivia Little Debolina Halder Lina Genevera I. Allen 255 1 0 06 Oct 2023
Refutation of Shapley Values for XAI -- Additional Evidence Xuanxiang Huang Sasha Rubin AAML 278 4 0 30 Sep 2023
A Refutation of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 354 3 0 06 Sep 2023
Explainability is NOT a GameCommunications of the ACM (CACM), 2023 Sasha Rubin Xuanxiang Huang 299 34 0 27 Jun 2023
PWSHAP: A Path-Wise Explanation Model for Targeted VariablesInternational Conference on Machine Learning (ICML), 2023 Lucile Ter-Minassian Oscar Clivio Karla Diaz-Ordaz R. Evans Chris Holmes 231 2 0 26 Jun 2023
Explaining Predictive Uncertainty with Information Theoretic Shapley ValuesNeural Information Processing Systems (NeurIPS), 2023 David S. Watson Joshua O'Hara Niek Tax Richard Mudd Ido Guy TDI FAtt 234 37 0 09 Jun 2023
DU-Shapley: A Shapley Value Proxy for Efficient Dataset ValuationNeural Information Processing Systems (NeurIPS), 2023 Felipe Garrido-Lucero Benjamin Heymann Maxime Vono Patrick Loiseau Vianney Perchet FedML TDI 302 9 0 03 Jun 2023
Can We Trust Explainable AI Methods on ASR? An Evaluation on Phoneme RecognitionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Xiao-lan Wu P. Bell A. Rajan 251 12 0 29 May 2023
Unsupervised Selective Rationalization with Noise InjectionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Adam Storek Melanie Subbiah Kathleen McKeown 215 5 0 27 May 2023
Disproving XAI Myths with Formal Methods -- Initial ResultsIEEE International Conference on Engineering of Complex Computer Systems (ICECCS), 2023 Sasha Rubin 238 12 0 13 May 2023
Explainability in AI Policies: A Critical Review of Communications, Reports, Regulations, and Standards in the EU, US, and UKConference on Fairness, Accountability and Transparency (FAccT), 2023 L. Nannini Agathe Balayn A. Smith 250 51 0 20 Apr 2023
ViT-Calibrator: Decision Stream Calibration for Vision TransformerAAAI Conference on Artificial Intelligence (AAAI), 2023 Lin Chen Zhijie Jia Tian Qiu Lechao Cheng Jie Lei Zunlei Feng Min-Gyoo Song 291 3 0 10 Apr 2023
HarsanyiNet: Computing Accurate Shapley Values in a Single Forward PropagationInternational Conference on Machine Learning (ICML), 2023 Lu Chen Siyu Lou Keyan Zhang Jin Huang Quanshi Zhang TDI FAtt 263 16 0 04 Apr 2023
Beyond Demographic Parity: Redefining Equal Treatment Carlos Mougan Laura State Antonio Ferrara Salvatore Ruggieri Steffen Staab FaML 369 1 0 14 Mar 2023
The Inadequacy of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 275 46 0 16 Feb 2023
Efficient XAI Techniques: A Taxonomic Survey Yu-Neng Chuang Guanchu Wang Fan Yang Zirui Liu Xuanting Cai Mengnan Du Helen Zhou 214 39 0 07 Feb 2023
Provable Robust Saliency-based Explanations Chao Chen Chenghua Guo Guixiang Ma Ming Zeng Xi Zhang Sihong Xie AAML FAtt 393 1 0 28 Dec 2022
Identifying the Source of Vulnerability in Explanation Discrepancy: A Case Study in Neural Text ClassificationBlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackboxNLP), 2022 Ruixuan Tang Hanjie Chen Yangfeng Ji AAML FAtt 182 3 0 10 Dec 2022