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
- 2. Jiayao Zhang
- 3. Jinfei Liu
- 4. Kui Ren
- 5. Jian Lou
- 6. Junxu Liu
- 7. Li Xiong
- 8. Jian Pei
- 9. Jimeng Sun
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,863 | Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia | 2023 | SIGMOD | 5.8697471e-05 |
| 5,024 | Towards Distribution-aware Query Answering in Data Markets | 2022 | VLDB | 5.7535043e-05 |
| 6,263 | Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets | 2023 | VLDB | 5.1349507e-05 |
| 7,380 | Efficient Sampling Approaches to Shapley Value Approximation | 2023 | SIGMOD | 4.746272e-05 |
| 7,932 | P-Shapley: Shapley Values on Probabilistic Classifiers | 2024 | VLDB | 4.613363e-05 |
| 10,392 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 4.1945683e-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 |
|---|---|---|---|---|
| 1,298 | Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms | 2019 | VLDB | 0.00012758104 |
| 2,359 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 8.9607667e-05 |
| 3,836 | Dealer: An End-to-End Model Marketplace with Differential Privacy | 2021 | VLDB | 6.7153977e-05 |
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