Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration
Summary: Frames data and AI model markets as infrastructures to enable scalable data/model sharing, discovery and integration, surveying industry examples and delineating market modules (assets, platforms, participants). Provides an interdisciplinary, database‑centric research agenda beyond pure economic views, synthesizing technical challenges, recent advances, and design options for marketplace architectures and evaluation. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jian Pei
- 2. Raul Castro Fernandez
- 3. Xiaohui Yu
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,932 | P-Shapley: Shapley Values on Probabilistic Classifiers | 2024 | VLDB | 4.613363e-05 |
| 10,492 | Malleus: Straggler-Resilient Hybrid Parallel Training of Large-scale Models via Malleable Data and Model Parallelization | 2025 | SIGMOD | 4.1945683e-05 |
| 10,842 | ML-Asset Management: Curation, Discovery, and Utilization | 2025 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 2,359 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 8.9607667e-05 |
| 3,750 | Data Acquisition for Improving Machine Learning Models | 2021 | VLDB | 6.7895763e-05 |
| 3,836 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB | 6.7153977e-05 |
| 4,138 | Protecting Data Markets from Strategic Buyers | 2022 | SIGMOD | 6.4175758e-05 |
| 6,723 | On Shapley Value in Data Assemblage Under Independent Utility | 2022 | VLDB | 4.9490816e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,835 | Is Data Management the Beating Heart of AI Systems? | 2022 | SIGMOD | 4.2747054e-05 |
| 4,138 | Protecting Data Markets from Strategic Buyers | 2022 | SIGMOD | 6.4175758e-05 |
| 3,473 | AI Meets Database: AI4DB and DB4AI | 2021 | SIGMOD | 7.062864e-05 |
| 4,906 | Machine Learning for Big Data | 2013 | SIGMOD | 5.8389053e-05 |
| 8,053 | Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB | 4.5950705e-05 |
| 1,891 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD | 0.00010194092 |
| 4,872 | Explainable AI: Foundations, Applications, Opportunities for Data Management Research | 2022 | SIGMOD | 5.8609352e-05 |
| 1,660 | Data Markets in the Cloud: An Opportunity for the Database Community | 2011 | VLDB | 0.00010979534 |
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 2,359 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 8.9607667e-05 |