Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy
Summary: Demonstrates Dealer, an end-to-end model marketplace with differential privacy. Interactive demo lets data owners control compensation, brokers price models for maximum revenue, and buyers obtain DP-protected models. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Qiongqiong Lin (Zhejiang University)
- 2. Jiayao Zhang (Zhejiang University)
- 3. Jinfei Liu (Zhejiang University)
- 4. Kui Ren (Zhejiang University)
- 5. Jian Lou (Emory University)
- 6. Junxu Liu (Renmin University of China)
- 7. Li Xiong (Emory University)
- 8. Jian Pei (Simon Fraser University)
- 9. Jimeng Sun (University of Illinois Urbana-Champaign)
BibTeX Citation
@article{lin_vldb21,
title = {{Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy}},
author = {Lin, Qiongqiong and Zhang, Jiayao and Liu, Jinfei and Ren, Kui and Lou, Jian and Liu, Junxu and Xiong, Li and Pei, Jian and Sun, Jimeng},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {12},
pages = {2747--2750},
doi = {10.14778/3476311.3476335},
url = {https://doi.org/10.14778/3476311.3476335},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,905 | Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia | 2023 | SIGMOD | 6.3624391e-05 |
| 4,928 | Efficient Sampling Approaches to Shapley Value Approximation | 2023 | SIGMOD | 6.3502007e-05 |
| 5,414 | Towards Distribution-aware Query Answering in Data Markets | 2022 | VLDB | 6.1399858e-05 |
| 6,115 | Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets | 2023 | VLDB | 5.8817545e-05 |
| 8,150 | P-Shapley: Shapley Values on Probabilistic Classifiers | 2024 | VLDB | 5.39006e-05 |
| 9,723 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 5.1349531e-05 |
| 10,414 | ASSS: Adaptive Stratified Sampling for Shapley-like Values | 2026 | SIGMOD | 4.9793485e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 894 | Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms | 2019 | VLDB | 0.00013212578 |
| 1,845 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 9.5136397e-05 |
| 3,780 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB | 7.0249464e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 10,610 | A Game Theory Approach for Negotiating in Data Marketplaces | 2026 | SIGMOD |
| 2 | 1,845 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB |
| 3 | 7,242 | Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration | 2023 | VLDB |
| 4 | 11,552 | Performance-Based Pricing for Federated Learning via Auction | 2024 | VLDB |
| 5 | 7,238 | A Demonstration of Sterling: A Privacy-Preserving Data Marketplace | 2018 | VLDB |
| 6 | 3,729 | Protecting Data Markets from Strategic Buyers | 2022 | SIGMOD |
| 7 | 6,086 | Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD |
| 8 | 1,362 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD |
| 9 | 11,534 | A Profit-Maximizing Data Marketplace with Differentially Private Federated Learning under Price Competition | 2024 | SIGMOD |
| 10 | 3,780 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB |