A Note on "Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms"

9 April 2023

Papers citing "A Note on "Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms""

12 / 12 papers shown

Title
Data Shapley in One Training Run Jiachen T. Wang Prateek Mittal Dawn Song Ruoxi Jia TDI 42 7 0 16 Jun 2024
Improving Retrieval-Augmented Large Language Models via Data Importance Learning Xiaozhong Lyu Stefan Grafberger Samantha Biegel Shaopeng Wei Meng Cao Sebastian Schelter Ce Zhang RALM 26 14 0 06 Jul 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 25 3 0 02 Apr 2023
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification S. Schoch Haifeng Xu Yangfeng Ji TDI 23 24 0 13 Nov 2022
mini-ELSA: using Machine Learning to improve space efficiency in Edge Lightweight Searchable Attribute-based encryption for Industry 4.0 Jawhara Aljabri A. L. Michala Jeremy Singer Ioannis Vourganas 12 1 0 22 Sep 2022
Towards More Efficient Data Valuation in Healthcare Federated Learning using Ensembling Sourav Kumar A. Lakshminarayanan Ken Chang Feri Guretno Ivan Ho Mien Jayashree Kalpathy-Cramer Pavitra Krishnaswamy Praveer Singh FedML 39 7 0 12 Sep 2022
SHAPr: An Efficient and Versatile Membership Privacy Risk Metric for Machine Learning Vasisht Duddu S. Szyller Nadarajah Asokan 29 12 0 04 Dec 2021
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning Yongchan Kwon James Zou TDI 39 122 0 26 Oct 2021
HERALD: An Annotation Efficient Method to Detect User Disengagement in Social Conversations Weixin Liang Kai-Hui Liang Zhou Yu 36 15 0 01 Jun 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging Han Guo Nazneen Rajani Peter Hase Joey Tianyi Zhou Caiming Xiong TDI 41 102 0 31 Dec 2020
A Multilinear Sampling Algorithm to Estimate Shapley Values Ramin Okhrati Aldo Lipani TDI FAtt 77 38 0 22 Oct 2020
Beyond User Self-Reported Likert Scale Ratings: A Comparison Model for Automatic Dialog Evaluation Weixin Liang James Zou Zhou Yu ELM 34 33 0 21 May 2020