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 |
|---|---|---|---|---|
| 4,785 | Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia | 2023 | SIGMOD | 6.5084717e-05 |
| 5,300 | Towards Distribution-aware Query Answering in Data Markets | 2022 | VLDB | 6.2751506e-05 |
| 6,145 | Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets | 2023 | VLDB | 5.9604471e-05 |
| 6,551 | Efficient Sampling Approaches to Shapley Value Approximation | 2023 | SIGMOD | 5.8429222e-05 |
| 8,250 | P-Shapley: Shapley Values on Probabilistic Classifiers | 2024 | VLDB | 5.4574671e-05 |
| 9,541 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 5.2528121e-05 |
| 10,198 | ASSS: Adaptive Stratified Sampling for Shapley-like Values | 2026 | SIGMOD | 5.093636e-05 |
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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 |
|---|---|---|---|---|
| 1,066 | Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms | 2019 | VLDB | 0.00012333161 |
| 2,025 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 9.2903125e-05 |
| 3,759 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB | 7.14674e-05 |
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