Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning

26 October 2021

Papers citing "Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning"

44 / 94 papers shown

Title
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms Jiachen T. Wang Prateek Mittal Ruoxi Jia TDI 41 5 0 20 Jan 2024
Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective Haoyi Xiong Xuhong Li Xiaofei Zhang Jiamin Chen Xinhao Sun Yuchen Li Zeyi Sun Mengnan Du XAI 26 7 0 09 Jan 2024
DeRDaVa: Deletion-Robust Data Valuation for Machine Learning Xiao Tian Rachael Hwee Ling Sim Jue Fan K. H. Low TDI 17 2 0 18 Dec 2023
Transferable Candidate Proposal with Bounded Uncertainty Kyeongryeol Go Kye-Hyeon Kim 8 0 0 07 Dec 2023
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 Y. Zou 35 8 0 22 Nov 2023
Accelerated Shapley Value Approximation for Data Evaluation Lauren Watson Zeno Kujawa R. Andreeva Hao-Tsung Yang Tariq Elahi Rik Sarkar FAtt FedML TDI 13 2 0 09 Nov 2023
Data Valuation and Detections in Federated Learning Wenqian Li Shuran Fu Fengrui Zhang Yan Pang FedML TDI 11 4 0 09 Nov 2023
Sample based Explanations via Generalized Representers Che-Ping Tsai Chih-Kuan Yeh Pradeep Ravikumar FAtt 39 8 0 27 Oct 2023
A Data-Centric Online Market for Machine Learning: From Discovery to Pricing Minbiao Han Jonathan Light Steven Xia Sainyam Galhotra Raul Castro Fernandez Haifeng Xu 6 2 0 27 Oct 2023
CopyScope: Model-level Copyright Infringement Quantification in the Diffusion Workflow Junlei Zhou Jiashi Gao Ziwei Wang Xuetao Wei 11 2 0 13 Oct 2023
DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models Yongchan Kwon Eric Wu K. Wu James Zou DiffM TDI 11 53 0 02 Oct 2023
Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation Jiachen T. Wang Yuqing Zhu Yu-Xiang Wang R. Jia Prateek Mittal TDI 16 12 0 30 Aug 2023
Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources Feiyang Kang H. Just Anit Kumar Sahu R. Jia 28 10 0 05 Jul 2023
OpenDataVal: a Unified Benchmark for Data Valuation Kevin Jiang Weixin Liang James Y. Zou Yongchan Kwon FedML 42 34 0 18 Jun 2023
2D-Shapley: A Framework for Fragmented Data Valuation Zhihong Liu H. Just Xiangyu Chang X. Chen R. Jia TDI 32 5 0 18 Jun 2023
Data Selection for Fine-tuning Large Language Models Using Transferred Shapley Values S. Schoch Ritwick Mishra Yangfeng Ji TDI 75 18 0 16 Jun 2023
Shapley Value on Probabilistic Classifiers Xiang Li Haocheng Xia Jinfei Liu TDI 11 0 0 12 Jun 2023
U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging E. Heremans Nabeel Seedat B. Buyse D. Testelmans M. Schaar Marina De Vos 11 4 0 07 Jun 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 8 7 0 05 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 20 3 0 03 Jun 2023
Representer Point Selection for Explaining Regularized High-dimensional Models Che-Ping Tsai Jiong Zhang Eli Chien Hsiang-Fu Yu Cho-Jui Hsieh Pradeep Ravikumar 11 2 0 31 May 2023
Data valuation: The partial ordinal Shapley value for machine learning Jie Liu Pei Wang Chao Wu TDI 19 0 0 02 May 2023
LAVA: Data Valuation without Pre-Specified Learning Algorithms H. Just Feiyang Kang Jiachen T. Wang Yi Zeng Myeongseob Ko Ming Jin R. Jia 14 54 0 28 Apr 2023
Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value Yongchan Kwon James Y. Zou TDI FedML 18 35 0 16 Apr 2023
A Note on "Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms" Boxin Wang Bo-wen Li TDI 18 43 0 09 Apr 2023
Optimizing Data Shapley Interaction Calculation from O(2^n) to O(t n^2) for KNN models Mohamed Karim Belaid Dorra El Mekki Maximilian Rabus Eyke Hüllermeier 12 3 0 02 Apr 2023
Fairness-Aware Data Valuation for Supervised Learning José P. Pombal Pedro Saleiro Mário A. T. Figueiredo P. Bizarro TDI 19 3 0 29 Mar 2023
Towards Algorithmic Fairness by means of Instance-level Data Re-weighting based on Shapley Values Adrián Arnaiz-Rodríguez Nuria Oliver FedML TDI 10 2 0 03 Mar 2023
A Note on "Towards Efficient Data Valuation Based on the Shapley Value'' Jiachen T. Wang R. Jia TDI 12 11 0 22 Feb 2023
Training Data Influence Analysis and Estimation: A Survey Zayd Hammoudeh Daniel Lowd TDI 24 82 0 09 Dec 2022
Probably Approximate Shapley Fairness with Applications in Machine Learning Zijian Zhou Xinyi Xu Rachael Hwee Ling Sim Chuan-Sheng Foo K. H. Low TDI 14 9 0 01 Dec 2022
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification S. Schoch Haifeng Xu Yangfeng Ji TDI 8 24 0 13 Nov 2022
Striving for data-model efficiency: Identifying data externalities on group performance Esther Rolf Ben Packer Alex Beutel Fernando Diaz TDI 14 2 0 11 Nov 2022
Variance reduced Shapley value estimation for trustworthy data valuation Mengmeng Wu R. Jia Changle Lin Wei Huang Xiangyu Chang TDI 35 12 0 30 Oct 2022
Private Data Valuation and Fair Payment in Data Marketplaces Zhihua Tian Jian-wei Liu J. Li Xinle Cao R. Jia Jun Kong Mengdi Liu Kui Ren TDI 19 12 0 17 Oct 2022
WeightedSHAP: analyzing and improving Shapley based feature attributions Yongchan Kwon James Y. Zou TDI FAtt 12 33 0 27 Sep 2022
A Data-Based Perspective on Transfer Learning Saachi Jain Hadi Salman Alaa Khaddaj Eric Wong Sung Min Park A. Madry 21 36 0 12 Jul 2022
Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments Jinkun Lin Anqi Zhang Mathias Lécuyer Jinyang Li Aurojit Panda S. Sen TDI FedML 6 52 0 20 Jun 2022
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 50 94 0 30 May 2022
MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts Weixin Liang James Y. Zou OOD 21 81 0 14 Feb 2022
The Shapley Value in Machine Learning Benedek Rozemberczki Lauren Watson Péter Bayer Hao-Tsung Yang Oliver Kiss Sebastian Nilsson Rik Sarkar TDI FAtt 8 197 0 11 Feb 2022
The Shapley Value of Classifiers in Ensemble Games Benedek Rozemberczki Rik Sarkar FAtt FedML TDI 51 33 0 06 Jan 2021
Collaborative Machine Learning with Incentive-Aware Model Rewards Rachael Hwee Ling Sim Yehong Zhang M. Chan Hsiang Low FedML 109 124 0 24 Oct 2020
Quality Inference in Federated Learning with Secure Aggregation Balázs Pejó G. Biczók FedML 10 21 0 13 Jul 2020