2 papers
cs.LG2026
TripleWin: Fixed-Point Equilibrium Pricing for Data-Model Coupled Markets
Hongrun Ren, Yun Xiong, Lei You +3
The rise of the machine learning (ML) model economy has intertwined markets for training datasets and pre-trained models. However, most pricing approaches still separate data and m…
cs.AI2025
Online Prompt Pricing based on Combinatorial Multi-Armed Bandit and Hierarchical Stackelberg Game
Meiling Li, Hongrun Ren, Haixu Xiong +2
Generation models have shown promising performance in various tasks, making trading around machine learning models possible. In this paper, we aim at a novel prompt trading scenari…