Data Shapley in One Training Run

Data Shapley in One Training Run

16 June 2024

Jiachen T. Wang

Dawn Song

Ruoxi Jia

Papers citing "Data Shapley in One Training Run"

13 / 13 papers shown

Title
From Fairness to Truthfulness: Rethinking Data Valuation Design Dongyang Fan Tyler J. Rotello Sai Praneeth Karimireddy TDI 53 0 0 07 Apr 2025
CAMs as Shapley Value-based Explainers Huaiguang Cai FAtt 45 0 0 09 Jan 2025
LossVal: Efficient Data Valuation for Neural Networks Tim Wibiral Mohamed Karim Belaid Maximilian Rabus Ansgar Scherp TDI 92 0 0 05 Dec 2024
Data Selection via Optimal Control for Language Models Yuxian Gu Li Dong Hongning Wang Y. Hao Qingxiu Dong Furu Wei Minlie Huang AI4CE 52 4 0 09 Oct 2024
Targeted synthetic data generation for tabular data via hardness characterization Tommaso Ferracci Leonie Goldmann Anton Hinel Francesco Sanna Passino 135 0 0 01 Oct 2024
An Economic Solution to Copyright Challenges of Generative AI Jiachen T. Wang Zhun Deng Hiroaki Chiba-Okabe Boaz Barak Weijie J. Su 40 11 0 22 Apr 2024
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms Jiachen T. Wang Prateek Mittal Ruoxi Jia TDI 46 5 0 20 Jan 2024
OpenDataVal: a Unified Benchmark for Data Valuation Kevin Jiang Weixin Liang James Zou Yongchan Kwon FedML 51 34 0 18 Jun 2023
Understanding Influence Functions and Datamodels via Harmonic Analysis Nikunj Saunshi Arushi Gupta M. Braverman Sanjeev Arora TDI 63 17 0 03 Oct 2022
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 52 94 0 30 May 2022
Scalable and Efficient Training of Large Convolutional Neural Networks with Differential Privacy Zhiqi Bu J. Mao Shiyun Xu 131 47 0 21 May 2022
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 253 1,989 0 31 Dec 2020
A Multilinear Sampling Algorithm to Estimate Shapley Values Ramin Okhrati Aldo Lipani TDI FAtt 75 38 0 22 Oct 2020