Awesome Model Pricing and Valuation

A curated list of academic papers focused on AI model pricing, model valuation (on model marketplaces). It excludes data pricing or valuation for datasets to maintain a clear focus on AI models.

Papers

1. A Profit-Maximizing Model Marketplace with Differentially Private Federated Learning
2. An Adaptive Pricing Framework for Real-Time AI Model Service Exchange
3. An Auction-based Marketplace for Model Trading in Federated Learning
4. Dealer: An End-to-End Model Marketplace with Differential Privacy
5. Dealer: End-to-End Data Marketplace with Model-Based Pricing
6. Demonstration of Nimbus: Model-Based Pricing for Machine Learning in a Data Marketplace
7. FL-Market: Trading Private Models in Federated Learning
8. Model Shapley: Equitable Model Valuation with Black-box Access
9. Model-Based Pricing for Machine Learning in a Data Marketplace
10. Pricing and Competition for Generative AI
11. TiFLCS-MARP: Client Selection and Model Pricing for Federated Learning in Data Markets