Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace
Summary: Demonstrates Nimbus, a data marketplace for ML using model-based pricing (MBP) instead of data pricing. Sellers vend ML models with price/accuracy constraints; buyers acquire models under budget/accuracy goals, improving seller revenue and buyer affordability with low runtime cost. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Lingjiao Chen
- 2. Hongyi Wang
- 3. Leshang Chen
- 4. Paraschos Koutris
- 5. Arun Kumar
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,263 | Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets | 2023 | VLDB | 5.1300221e-05 |
| 7,380 | Efficient Sampling Approaches to Shapley Value Approximation | 2023 | SIGMOD | 4.7417195e-05 |
| 10,403 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 139 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042320525 |
| 758 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.00017053915 |
| 1,283 | Towards Linear Algebra over Normalized Data | 2017 | VLDB | 0.00012826013 |
| 1,891 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD | 0.0001018452 |
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