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Efficient computation and analysis of distributional Shapley values

2 July 2020

Papers citing "Efficient computation and analysis of distributional Shapley values"

36 / 36 papers shown

Title
FW-Shapley: Real-time Estimation of Weighted Shapley Values Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 165 1 0 09 Mar 2025
On the Impact of the Utility in Semivalue-based Data Valuation Mélissa Tamine Benjamin Heymann Patrick Loiseau Maxime Vono TDI 123 0 0 10 Feb 2025
Data Overvaluation Attack and Truthful Data Valuation in Federated Learning Shuyuan Zheng Sudong Cai Chuan Xiao Yang Cao Jianbin Qin Masatoshi Yoshikawa Makoto Onizuka TDI AAML 184 0 0 01 Feb 2025
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 193 0 0 02 Dec 2024
2D-OOB: Attributing Data Contribution through Joint Valuation Framework Yifan Sun Jingyan Shen Yongchan Kwon TDI 94 2 0 07 Aug 2024
Data Shapley in One Training Run Jiachen T. Wang Prateek Mittal Dawn Song R. Jia TDI 150 15 0 16 Jun 2024
WeShap: Weak Supervision Source Evaluation with Shapley Values Naiqing Guan Nick Koudas 116 0 0 16 Jun 2024
BWS: Best Window Selection Based on Sample Scores for Data Pruning across Broad Ranges Hoyong Choi Nohyun Ki Hye Won Chung 66 4 0 05 Jun 2024
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits Jiachen T. Wang Tianji Yang James Zou Yongchan Kwon Ruoxi Jia TDI 84 11 0 06 May 2024
Neural Dynamic Data Valuation Zhangyong Liang Huanhuan Gao Ji Zhang TDI 102 1 0 30 Apr 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 105 1 0 14 Feb 2024
Data Acquisition: A New Frontier in Data-centric AI Lingjiao Chen Bilge Acun Newsha Ardalani Yifan Sun Feiyang Kang ... Yongchan Kwon Ruoxi Jia Carole-Jean Wu Matei A. Zaharia James Zou 75 9 0 22 Nov 2023
Data Valuation and Detections in Federated Learning Wenqian Li Shuran Fu Fengrui Zhang Yan Pang FedML TDI 96 6 0 09 Nov 2023
Farzi Data: Autoregressive Data Distillation Noveen Sachdeva Zexue He Wang-Cheng Kang Jianmo Ni D. Cheng Julian McAuley DD 95 4 0 15 Oct 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 80 2 0 11 Oct 2023
Addressing Budget Allocation and Revenue Allocation in Data Market Environments Using an Adaptive Sampling Algorithm Boxin Zhao Boxiang Lyu Raul Castro Fernandez Mladen Kolar 83 7 0 05 Jun 2023
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation Felipe Garrido-Lucero Benjamin Heymann Maxime Vono Patrick Loiseau Vianney Perchet FedML TDI 124 4 0 03 Jun 2023
Synthetic Datasets for Autonomous Driving: A Survey Zhihang Song Zimin He Xingyu Li Q. Ma RuiBo Ming ... Huaxin Pei Lihui Peng Jianming Hu Dingyi Yao Yan Zhang 101 46 0 24 Apr 2023
Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value Yongchan Kwon James Zou TDI FedML 94 39 0 16 Apr 2023
Beyond Demographic Parity: Redefining Equal Treatment Carlos Mougan Laura State Antonio Ferrara Salvatore Ruggieri Steffen Staab FaML 99 1 0 14 Mar 2023
Data Valuation Without Training of a Model Nohyun Ki Hoyong Choi Hye Won Chung TDI 86 33 0 03 Jan 2023
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification S. Schoch Haifeng Xu Yangfeng Ji TDI 73 26 0 13 Nov 2022
WeightedSHAP: analyzing and improving Shapley based feature attributions Yongchan Kwon James Zou TDI FAtt 98 37 0 27 Sep 2022
Differentially Private Shapley Values for Data Evaluation Lauren Watson R. Andreeva Hao Yang Rik Sarkar TDI FAtt FedML 78 6 0 01 Jun 2022
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 190 106 0 30 May 2022
The Shapley Value in Machine Learning Benedek Rozemberczki Lauren Watson Péter Bayer Hao-Tsung Yang Oliver Kiss Sebastian Nilsson Rik Sarkar TDI FAtt 121 216 0 11 Feb 2022
Fair and efficient contribution valuation for vertical federated learning Zhenan Fan Huang Fang Zirui Zhou Jian Pei M. Friedlander Yong Zhang TDI FedML 86 26 0 07 Jan 2022
Interpretable Data-Based Explanations for Fairness Debugging Romila Pradhan Jiongli Zhu Boris Glavic Babak Salimi 93 58 0 17 Dec 2021
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning Yongchan Kwon James Zou TDI 99 135 0 26 Oct 2021
Improving Fairness for Data Valuation in Horizontal Federated Learning Zhenan Fan Huang Fang Zirui Zhou Jian Pei M. Friedlander Changxin Liu Yong Zhang TDI FedML 89 49 0 19 Sep 2021
Inferring feature importance with uncertainties in high-dimensional data P. V. Johnsen Inga Strümke S. Riemer-Sørensen A. Dewan M. Langaas TDI FAtt 105 2 0 02 Sep 2021
DIVINE: Diverse Influential Training Points for Data Visualization and Model Refinement Umang Bhatt Isabel Chien Muhammad Bilal Zafar Adrian Weller TDI 43 5 0 13 Jul 2021
Shapley values for feature selection: The good, the bad, and the axioms D. Fryer Inga Strümke Hien Nguyen FAtt TDI 114 206 0 22 Feb 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging Han Guo Nazneen Rajani Peter Hase Joey Tianyi Zhou Caiming Xiong TDI 135 116 0 31 Dec 2020
Model-Agnostic Explanations using Minimal Forcing Subsets Xing Han Joydeep Ghosh AAML 38 4 0 01 Nov 2020
A Survey on Data Pricing: from Economics to Data Science J. Pei 128 120 0 09 Sep 2020