Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration
Summary: VLDB tutorial surveying emerging data and AI model markets as data-management mechanisms for sharing, discovering, and integrating heterogeneous resources. Unifies industry landscape, market design dimensions, current advances, and research frontiers beyond economics. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jian Pei (Duke University)
- 2. Raul Castro Fernandez (University of Chicago)
- 3. Xiaohui Yu (York University)
BibTeX Citation
@article{pei_vldb23,
title = {{Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration}},
author = {Pei, Jian and Fernandez, Raul Castro and Yu, Xiaohui},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {12},
pages = {3872--3873},
doi = {10.14778/3611540.3611573},
url = {https://doi.org/10.14778/3611540.3611573},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,250 | P-Shapley: Shapley Values on Probabilistic Classifiers | 2024 | VLDB | 5.4574671e-05 |
| 10,769 | Malleus: Straggler-Resilient Hybrid Parallel Training of Large-scale Models via Malleable Data and Model Parallelization | 2025 | SIGMOD | 5.093636e-05 |
| 11,066 | ML-Asset Management: Curation, Discovery, and Utilization | 2025 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,025 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 9.2903125e-05 |
| 2,994 | Data Acquisition for Improving Machine Learning Models | 2021 | VLDB | 7.8762343e-05 |
| 3,705 | Protecting Data Markets from Strategic Buyers | 2022 | SIGMOD | 7.1826873e-05 |
| 3,759 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB | 7.14674e-05 |
| 6,272 | On Shapley Value in Data Assemblage Under Independent Utility | 2022 | VLDB | 5.9319813e-05 |
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