Model-based Pricing for Machine Learning in a Data Marketplace

26 May 2018

Papers citing "Model-based Pricing for Machine Learning in a Data Marketplace"

35 / 35 papers shown

Title
Privacy and Accuracy-Aware AI/ML Model Deduplication Hong Guan Lei Yu Lixi Zhou Li Xiong Kanchan Chowdhury Lulu Xie Xusheng Xiao Jia Zou 85 0 0 04 Mar 2025
Learning Classifiers That Induce Markets Yonatan Sommer Ivri Hikri Lotan Amit Nir Rosenfeld 130 0 0 27 Feb 2025
Multi-Party Data Pricing for Complex Data Trading Markets: A Rubinstein Bargaining Approach Bing Mi Zhengwang Han Kongyang Chen 64 0 0 22 Feb 2025
LossVal: Efficient Data Valuation for Neural Networks Tim Wibiral Mohamed Karim Belaid Maximilian Rabus Ansgar Scherp TDI 207 0 0 05 Dec 2024
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 182 0 0 02 Dec 2024
Pricing and Competition for Generative AI Rafid Mahmood 76 4 0 04 Nov 2024
Disentangled Structural and Featural Representation for Task-Agnostic Graph Valuation Ali Falahati Mohammad Mohammadi Amiri 34 1 0 22 Aug 2024
Uncertainty Quantification of Data Shapley via Statistical Inference Mengmeng Wu Zhihong Liu Xiang Li Ruoxi Jia Xiangyu Chang TDI 99 2 0 28 Jul 2024
Online Prompt Pricing based on Combinatorial Multi-Armed Bandit and Hierarchical Stackelberg Game Meiling Li Hongrun Ren Haixu Xiong Zhenxing Qian Xinpeng Zhang 64 0 0 24 May 2024
Data Trading Combination Auction Mechanism based on the Exponential Mechanism Kongyang Chen Zeming Xu Bing Mi FedML 30 0 0 12 May 2024
Privacy-Enhanced Database Synthesis for Benchmark Publishing (Technical Report) Yongrui Zhong Yunqing Ge Jianbin Qin Yongrui Zhong Bo Tang Yu-Xuan Qiu Rui Mao Ye Yuan Makoto Onizuka Chuan Xiao 116 1 0 02 May 2024
Towards Fair, Robust and Efficient Client Contribution Evaluation in Federated Learning Meiying Zhang Huan Zhao Sheldon C Ebron Kan Yang FedML 36 4 0 06 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 250 18 0 30 Jan 2024
Train ñ Trade: Foundations of Parameter Markets Tzu-Heng Huang Harit Vishwakarma Frederic Sala AIFin 54 2 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 Zou 65 9 0 22 Nov 2023
Delegating Data Collection in Decentralized Machine Learning Nivasini Ananthakrishnan Stephen Bates Michael I. Jordan Nika Haghtalab 69 9 0 04 Sep 2023
Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Moming Duan Qinbin Li Linshan Jiang Bingsheng He FedML 105 5 0 05 Jul 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
Data valuation: The partial ordinal Shapley value for machine learning Jie Liu Pei Wang Chao Wu TDI 61 0 0 02 May 2023
A Survey of Data Pricing for Data Marketplaces Mengxiao Zhang F. Beltrán Jiamou Liu 33 29 0 07 Mar 2023
Proof-of-Contribution-Based Design for Collaborative Machine Learning on Blockchain Baturalp Buyukates Chaoyang He Shanshan Han Zhiyong Fang Yupeng Zhang Jieyi Long A. Farahanchi Salman Avestimehr OOD 75 7 0 27 Feb 2023
Variance reduced Shapley value estimation for trustworthy data valuation Mengmeng Wu R. Jia Changle Lin Wei Huang Xiangyu Chang TDI 127 15 0 30 Oct 2022
Private Data Valuation and Fair Payment in Data Marketplaces Zhihua Tian Jian Liu Jia-Nan Li Xinle Cao R. Jia Jun Kong Mengdi Liu Kui Ren TDI 184 13 0 17 Oct 2022
HAPI: A Large-scale Longitudinal Dataset of Commercial ML API Predictions Lingjiao Chen Zhihua Jin Sabri Eyuboglu Christopher Ré Matei A. Zaharia James Zou 101 9 0 18 Sep 2022
Fundamentals of Task-Agnostic Data Valuation M. Amiri Frédéric Berdoz Ramesh Raskar TDI 59 14 0 25 Aug 2022
Data Pricing in Machine Learning Pipelines Zicun Cong Xuan Luo J. Pei Feida Zhu Yong Zhang 60 49 0 18 Aug 2021
Pricing Private Data with Personalized Differential Privacy and Partial Arbitrage Freeness Shuyuan Zheng Yang Cao Masatoshi Yoshikawa 11 0 0 04 May 2021
OSOUM Framework for Trading Data Research Gregory Goren Roee Shraga Alexander Tuisov 16 0 0 18 Feb 2021
Efficient Online ML API Selection for Multi-Label Classification Tasks Lingjiao Chen Matei A. Zaharia James Zou 118 19 0 18 Feb 2021
Golden Grain: Building a Secure and Decentralized Model Marketplace for MLaaS Jiasi Weng Jian Weng Chengjun Cai Hongwei Huang Cong Wang AI4TS 44 22 0 12 Nov 2020
A Survey on Data Pricing: from Economics to Data Science J. Pei 128 120 0 09 Sep 2020
SMAP: A Joint Dimensionality Reduction Scheme for Secure Multi-Party Visualization Jiazhi Xia Tianxiang Chen Lei Zhang Wei Chen Yang Chen X. Zhang C. Xie Tobias Schreck 109 11 0 30 Jul 2020
FrugalML: How to Use ML Prediction APIs More Accurately and Cheaply Lingjiao Chen Matei A. Zaharia James Zou 53 43 0 12 Jun 2020
Collaborative Machine Learning Markets with Data-Replication-Robust Payments O. Ohrimenko Shruti Tople Sebastian Tschiatschek OOD FedML 71 25 0 08 Nov 2019
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms Ruoxi Jia David Dao Wei Ping F. Hubis Nezihe Merve Gürel Yue Liu Ce Zhang C. Spanos Basel Alomair TDI FedML 111 213 0 22 Aug 2019